1 lines (1 with data), 5.0 MB

{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"name":"python","version":"3.10.14","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"},"kaggle":{"accelerator":"gpu","dataSources":[{"sourceId":9609326,"sourceType":"datasetVersion","datasetId":5863302},{"sourceId":9609418,"sourceType":"datasetVersion","datasetId":5863375},{"sourceId":9877272,"sourceType":"datasetVersion","datasetId":6054727},{"sourceId":9877275,"sourceType":"datasetVersion","datasetId":6054718},{"sourceId":9877282,"sourceType":"datasetVersion","datasetId":6040580},{"sourceId":9971383,"sourceType":"datasetVersion","datasetId":6134601},{"sourceId":10733742,"sourceType":"datasetVersion","datasetId":6655164},{"sourceId":10733876,"sourceType":"datasetVersion","datasetId":6655268},{"sourceId":134899,"sourceType":"modelInstanceVersion","modelInstanceId":114100,"modelId":137380},{"sourceId":135029,"sourceType":"modelInstanceVersion","modelInstanceId":114201,"modelId":137478},{"sourceId":135284,"sourceType":"modelInstanceVersion","modelInstanceId":114431,"modelId":137696},{"sourceId":135334,"sourceType":"modelInstanceVersion","modelInstanceId":114469,"modelId":137734},{"sourceId":135346,"sourceType":"modelInstanceVersion","modelInstanceId":114478,"modelId":137744},{"sourceId":160953,"sourceType":"modelInstanceVersion","modelInstanceId":136872,"modelId":159594},{"sourceId":160983,"sourceType":"modelInstanceVersion","modelInstanceId":136899,"modelId":159624},{"sourceId":162139,"sourceType":"modelInstanceVersion","modelInstanceId":137880,"modelId":160569},{"sourceId":162141,"sourceType":"modelInstanceVersion","modelInstanceId":137882,"modelId":160571},{"sourceId":162149,"sourceType":"modelInstanceVersion","modelInstanceId":137890,"modelId":160578},{"sourceId":163548,"sourceType":"modelInstanceVersion","modelInstanceId":139106,"modelId":161734},{"sourceId":164527,"sourceType":"modelInstanceVersion","modelInstanceId":139969,"modelId":162577},{"sourceId":180298,"sourceType":"modelInstanceVersion","modelInstanceId":153628,"modelId":176098},{"sourceId":180406,"sourceType":"modelInstanceVersion","modelInstanceId":153728,"modelId":176199}],"dockerImageVersionId":30786,"isInternetEnabled":false,"language":"python","sourceType":"notebook","isGpuEnabled":true}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"code","source":"import os\nimport numpy as np\nimport pandas as pd\nimport tensorflow as tf\nfrom tensorflow.keras.preprocessing.image import ImageDataGenerator\nfrom tensorflow.keras.applications.inception_v3 import InceptionV3\nfrom tensorflow.keras.applications.vgg16 import VGG16\nfrom tensorflow.keras.applications.efficientnet import EfficientNetB2\nfrom tensorflow.keras.applications.resnet50 import ResNet50\nfrom tensorflow.keras.applications.densenet import DenseNet121\nfrom tensorflow.keras import layers, models\nfrom tensorflow.keras.layers import Dense, GlobalAveragePooling2D, Dropout, Multiply, Reshape\nfrom tensorflow.keras.models import Model\nfrom tensorflow.keras.models import load_model\nfrom tensorflow.keras.callbacks import CSVLogger, ModelCheckpoint, EarlyStopping\nfrom sklearn.metrics import classification_report, confusion_matrix","metadata":{"execution":{"iopub.status.busy":"2025-02-12T16:27:02.455604Z","iopub.execute_input":"2025-02-12T16:27:02.455992Z","iopub.status.idle":"2025-02-12T16:27:02.476423Z","shell.execute_reply.started":"2025-02-12T16:27:02.455962Z","shell.execute_reply":"2025-02-12T16:27:02.475493Z"},"trusted":true},"outputs":[],"execution_count":42},{"cell_type":"code","source":"# Paths to original images in Kaggle\noriginal_image_train_path = '/kaggle/input/dataset/Original Dataset (Split)/Original Dataset (Split)/train'\noriginal_image_val_path = '/kaggle/input/dataset/Original Dataset (Split)/Original Dataset (Split)/val'\noriginal_image_test_path = '/kaggle/input/dataset/Original Dataset (Split)/Original Dataset (Split)/test'# Image Data Generators for training, validation, and testing\n\ntrain_datagen = ImageDataGenerator(rescale=1./255)\nval_test_datagen = ImageDataGenerator(rescale=1./255)\n\n# Loading images from directories\ntrain_generator1 = train_datagen.flow_from_directory(\n    original_image_train_path,\n    target_size=(256, 256),  # VGG16 input size\n    color_mode='rgb',\n    batch_size=16,\n    class_mode='categorical'\n)\n\nval_generator1 = val_test_datagen.flow_from_directory(\n    original_image_val_path,\n    target_size=(256, 256),  # VGG16 input size\n    color_mode='rgb',\n    batch_size=16,\n    class_mode='categorical'\n)\n\ntest_generator1 = val_test_datagen.flow_from_directory(\n    original_image_test_path,\n    target_size=(256, 256),  # VGG16 input size\n    color_mode='rgb',\n    batch_size=16,\n    class_mode='categorical',\n    shuffle=False  # Important: keep test data order for accurate evaluation\n)","metadata":{"execution":{"iopub.status.busy":"2025-02-07T12:56:47.136789Z","iopub.execute_input":"2025-02-07T12:56:47.137189Z","iopub.status.idle":"2025-02-07T12:56:53.332428Z","shell.execute_reply.started":"2025-02-07T12:56:47.137155Z","shell.execute_reply":"2025-02-07T12:56:53.331672Z"},"trusted":true},"outputs":[{"name":"stdout","text":"Found 13996 images belonging to 4 classes.\nFound 3000 images belonging to 4 classes.\nFound 3004 images belonging to 4 classes.\n","output_type":"stream"}],"execution_count":11},{"cell_type":"code","source":"nidchdata = '/kaggle/input/nidch-data'\nnidch_datagen = ImageDataGenerator(rescale=1./255)\n# Loading images from directories\nnidch_generator1 = nidch_datagen.flow_from_directory(\n    nidchdata,\n    target_size=(299, 299),  # VGG16 input size\n    color_mode='rgb',\n    batch_size=16,\n    class_mode='categorical'\n)","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-02-12T16:28:01.772989Z","iopub.execute_input":"2025-02-12T16:28:01.773473Z","iopub.status.idle":"2025-02-12T16:28:01.802798Z","shell.execute_reply.started":"2025-02-12T16:28:01.773439Z","shell.execute_reply":"2025-02-12T16:28:01.801939Z"}},"outputs":[{"name":"stdout","text":"Found 28 images belonging to 4 classes.\n","output_type":"stream"}],"execution_count":43},{"cell_type":"code","source":"# Paths to original images in Kaggle\nsegmented_image_train_path = '/kaggle/input/dataset/Segmented Dataset (Split)/Segmentation Dataset (Split)/train'\nsegmented_image_val_path = '/kaggle/input/dataset/Segmented Dataset (Split)/Segmentation Dataset (Split)/val'\nsegmented_image_test_path = '/kaggle/input/dataset/Segmented Dataset (Split)/Segmentation Dataset (Split)/test'# Image Data Generators for training, validation, and testing\n\ntrain_datagen = ImageDataGenerator(rescale=1./255)\nval_test_datagen = ImageDataGenerator(rescale=1./255)\n\n# Loading images from directories\ntrain_generator2 = train_datagen.flow_from_directory(\n    segmented_image_train_path,\n    target_size=(256, 256),  \n    color_mode='rgb',\n    batch_size=16,\n    class_mode='categorical'\n)\n\nval_generator2 = val_test_datagen.flow_from_directory(\n    segmented_image_val_path,\n    target_size=(256, 256),\n    color_mode='rgb',\n    batch_size=16,\n    class_mode='categorical'\n)\n\ntest_generator2 = val_test_datagen.flow_from_directory(\n    segmented_image_test_path,\n    target_size=(256, 256),\n    color_mode='rgb',\n    batch_size=16,\n    class_mode='categorical',\n    shuffle=False  # Important: keep test data order for accurate evaluation\n)","metadata":{"execution":{"iopub.status.busy":"2025-02-07T12:57:06.599274Z","iopub.execute_input":"2025-02-07T12:57:06.600223Z","iopub.status.idle":"2025-02-07T12:57:12.134860Z","shell.execute_reply.started":"2025-02-07T12:57:06.600186Z","shell.execute_reply":"2025-02-07T12:57:12.134078Z"},"trusted":true},"outputs":[{"name":"stdout","text":"Found 13996 images belonging to 4 classes.\nFound 3000 images belonging to 4 classes.\nFound 3004 images belonging to 4 classes.\n","output_type":"stream"}],"execution_count":12},{"cell_type":"code","source":"# Custom data generator for ensemble model\ndef ensemble_data_generator(generator):\n    for x, y in generator:\n        yield [x, x], y  # Yield the same batch for both models\n\n# Paths to original images\noriginal_image_train_path = '/kaggle/input/dataset/Original Dataset (Split)/Original Dataset (Split)/train'\noriginal_image_val_path = '/kaggle/input/dataset/Original Dataset (Split)/Original Dataset (Split)/val'\noriginal_image_test_path = '/kaggle/input/dataset/Original Dataset (Split)/Original Dataset (Split)/test'\n\n# Image Data Generators for training, validation, and testing\ntrain_datagen = ImageDataGenerator(rescale=1./255)\nval_test_datagen = ImageDataGenerator(rescale=1./255)\n\n# Loading images from directories\ntrain_generator3 = train_datagen.flow_from_directory(\n    original_image_train_path,\n    target_size=(256, 256),  # Resize for EfficientNet-B2\n    color_mode='rgb',\n    batch_size=16,\n    class_mode='categorical'\n)\n\nval_generator3 = val_test_datagen.flow_from_directory(\n    original_image_val_path,\n    target_size=(256, 256),  # Resize for EfficientNet-B2\n    color_mode='rgb',\n    batch_size=16,\n    class_mode='categorical'\n)\n\ntest_generator3 = val_test_datagen.flow_from_directory(\n    original_image_test_path,\n    target_size=(256, 256),  # Resize for EfficientNet-B2\n    color_mode='rgb',\n    batch_size=16,\n    class_mode='categorical',\n    shuffle=False  # Important: keep test data order for accurate evaluation\n)","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-02-07T13:03:19.335743Z","iopub.execute_input":"2025-02-07T13:03:19.336174Z","iopub.status.idle":"2025-02-07T13:03:27.875568Z","shell.execute_reply.started":"2025-02-07T13:03:19.336141Z","shell.execute_reply":"2025-02-07T13:03:27.874695Z"}},"outputs":[{"name":"stdout","text":"Found 13996 images belonging to 4 classes.\nFound 3000 images belonging to 4 classes.\nFound 3004 images belonging to 4 classes.\n","output_type":"stream"}],"execution_count":14},{"cell_type":"code","source":"output_signature = (\n    (\n        tf.TensorSpec(shape=(None, 256, 256, 3), dtype=tf.float32),  # Input for EfficientNet-B2\n        tf.TensorSpec(shape=(None, 256, 256, 3), dtype=tf.float32)   # Input for ResNet-50\n    ),\n    tf.TensorSpec(shape=(None, 4), dtype=tf.float32)  # Labels (one-hot encoded)\n)\n\n# Create TensorFlow datasets from the custom generator\ntrain_ensemble_dataset = tf.data.Dataset.from_generator(\n    lambda: ensemble_data_generator(train_generator3),\n    output_signature=output_signature\n).prefetch(tf.data.AUTOTUNE)\n\nval_ensemble_dataset = tf.data.Dataset.from_generator(\n    lambda: ensemble_data_generator(val_generator3),\n    output_signature=output_signature\n).prefetch(tf.data.AUTOTUNE)\n\ntest_ensemble_dataset = tf.data.Dataset.from_generator(\n    lambda: ensemble_data_generator(test_generator3),\n    output_signature=output_signature\n).prefetch(tf.data.AUTOTUNE)","metadata":{"trusted":true},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"# **InceptionV3 - Model1**","metadata":{}},{"cell_type":"code","source":"# Load the InceptionV3 model with pre-trained ImageNet weights\nbase_model1 = InceptionV3(weights='/kaggle/input/inceptionv3/tensorflow2/default/1/inception_v3_weights_tf_dim_ordering_tf_kernels_notop.h5', include_top=False, input_shape=(299, 299, 3))\n\n# Freeze the base model's layers\nfor layer in base_model1.layers:\n    layer.trainable = False\n\n# Add new layers on top of the base model\nx = base_model1.output\nx = GlobalAveragePooling2D()(x)  # Global average pooling\nx = Dense(256, activation='relu')(x)  # Dense layer with 256 units\nx = Dropout(0.5)(x)  # Dropout to prevent overfitting\npredictions = Dense(4, activation='softmax')(x)  # 4 output classes for classification\n\n# Final model\nmodel1 = Model(inputs=base_model1.input, outputs=predictions)\n\n# Compile the model\nmodel1.compile(optimizer='adam', loss='categorical_crossentropy', metrics=['accuracy'])\n\n# Show model summary\nmodel1.summary()","metadata":{"_kg_hide-output":true,"execution":{"iopub.status.busy":"2025-02-10T09:18:16.715519Z","iopub.execute_input":"2025-02-10T09:18:16.715873Z","iopub.status.idle":"2025-02-10T09:18:19.763155Z","shell.execute_reply.started":"2025-02-10T09:18:16.715843Z","shell.execute_reply":"2025-02-10T09:18:19.762138Z"},"trusted":true},"outputs":[{"output_type":"display_data","data":{"text/plain":"\u001b[1mModel: \"functional_3\"\u001b[0m\n","text/html":"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\">Model: \"functional_3\"</span>\n</pre>\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"┏━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┓\n┃\u001b[1m \u001b[0m\u001b[1mLayer (type)       \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mOutput Shape     \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m   Param #\u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mConnected to     \u001b[0m\u001b[1m \u001b[0m┃\n┡━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━┩\n│ input_layer_1       │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m299\u001b[0m, \u001b[38;5;34m299\u001b[0m,  │          \u001b[38;5;34m0\u001b[0m │ -                 │\n│ (\u001b[38;5;33mInputLayer\u001b[0m)        │ \u001b[38;5;34m3\u001b[0m)                │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d (\u001b[38;5;33mConv2D\u001b[0m)     │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m149\u001b[0m, \u001b[38;5;34m149\u001b[0m,  │        \u001b[38;5;34m864\u001b[0m │ input_layer_1[\u001b[38;5;34m0\u001b[0m]… │\n│                     │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalization │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m149\u001b[0m, \u001b[38;5;34m149\u001b[0m,  │         \u001b[38;5;34m96\u001b[0m │ conv2d[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]      │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation          │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m149\u001b[0m, \u001b[38;5;34m149\u001b[0m,  │          \u001b[38;5;34m0\u001b[0m │ batch_normalizat… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_1 (\u001b[38;5;33mConv2D\u001b[0m)   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m147\u001b[0m, \u001b[38;5;34m147\u001b[0m,  │      \u001b[38;5;34m9,216\u001b[0m │ activation[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]  │\n│                     │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m147\u001b[0m, \u001b[38;5;34m147\u001b[0m,  │         \u001b[38;5;34m96\u001b[0m │ conv2d_1[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]    │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_1        │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m147\u001b[0m, \u001b[38;5;34m147\u001b[0m,  │          \u001b[38;5;34m0\u001b[0m │ batch_normalizat… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_2 (\u001b[38;5;33mConv2D\u001b[0m)   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m147\u001b[0m, \u001b[38;5;34m147\u001b[0m,  │     \u001b[38;5;34m18,432\u001b[0m │ activation_1[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m…\u001b[0m │\n│                     │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m147\u001b[0m, \u001b[38;5;34m147\u001b[0m,  │        \u001b[38;5;34m192\u001b[0m │ conv2d_2[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]    │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_2        │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m147\u001b[0m, \u001b[38;5;34m147\u001b[0m,  │          \u001b[38;5;34m0\u001b[0m │ batch_normalizat… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ max_pooling2d       │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m73\u001b[0m, \u001b[38;5;34m73\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ activation_2[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m…\u001b[0m │\n│ (\u001b[38;5;33mMaxPooling2D\u001b[0m)      │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_3 (\u001b[38;5;33mConv2D\u001b[0m)   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m73\u001b[0m, \u001b[38;5;34m73\u001b[0m,    │      \u001b[38;5;34m5,120\u001b[0m │ max_pooling2d[\u001b[38;5;34m0\u001b[0m]… │\n│                     │ \u001b[38;5;34m80\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m73\u001b[0m, \u001b[38;5;34m73\u001b[0m,    │        \u001b[38;5;34m240\u001b[0m │ conv2d_3[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]    │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m80\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_3        │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m73\u001b[0m, \u001b[38;5;34m73\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ batch_normalizat… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m80\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_4 (\u001b[38;5;33mConv2D\u001b[0m)   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m71\u001b[0m, \u001b[38;5;34m71\u001b[0m,    │    \u001b[38;5;34m138,240\u001b[0m │ activation_3[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m…\u001b[0m │\n│                     │ \u001b[38;5;34m192\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m71\u001b[0m, \u001b[38;5;34m71\u001b[0m,    │        \u001b[38;5;34m576\u001b[0m │ conv2d_4[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]    │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m192\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_4        │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m71\u001b[0m, \u001b[38;5;34m71\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ batch_normalizat… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m192\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ max_pooling2d_1     │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m35\u001b[0m, \u001b[38;5;34m35\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ activation_4[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m…\u001b[0m │\n│ (\u001b[38;5;33mMaxPooling2D\u001b[0m)      │ \u001b[38;5;34m192\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_8 (\u001b[38;5;33mConv2D\u001b[0m)   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m35\u001b[0m, \u001b[38;5;34m35\u001b[0m,    │     \u001b[38;5;34m12,288\u001b[0m │ max_pooling2d_1[\u001b[38;5;34m…\u001b[0m │\n│                     │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m35\u001b[0m, \u001b[38;5;34m35\u001b[0m,    │        \u001b[38;5;34m192\u001b[0m │ conv2d_8[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]    │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_8        │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m35\u001b[0m, \u001b[38;5;34m35\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ batch_normalizat… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_6 (\u001b[38;5;33mConv2D\u001b[0m)   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m35\u001b[0m, \u001b[38;5;34m35\u001b[0m,    │      \u001b[38;5;34m9,216\u001b[0m │ max_pooling2d_1[\u001b[38;5;34m…\u001b[0m │\n│                     │ \u001b[38;5;34m48\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_9 (\u001b[38;5;33mConv2D\u001b[0m)   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m35\u001b[0m, \u001b[38;5;34m35\u001b[0m,    │     \u001b[38;5;34m55,296\u001b[0m │ activation_8[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m…\u001b[0m │\n│                     │ \u001b[38;5;34m96\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m35\u001b[0m, \u001b[38;5;34m35\u001b[0m,    │        \u001b[38;5;34m144\u001b[0m │ conv2d_6[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]    │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m48\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m35\u001b[0m, \u001b[38;5;34m35\u001b[0m,    │        \u001b[38;5;34m288\u001b[0m │ conv2d_9[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]    │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m96\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_6        │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m35\u001b[0m, \u001b[38;5;34m35\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ batch_normalizat… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m48\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_9        │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m35\u001b[0m, \u001b[38;5;34m35\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ batch_normalizat… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m96\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ average_pooling2d   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m35\u001b[0m, \u001b[38;5;34m35\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ max_pooling2d_1[\u001b[38;5;34m…\u001b[0m │\n│ (\u001b[38;5;33mAveragePooling2D\u001b[0m)  │ \u001b[38;5;34m192\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_5 (\u001b[38;5;33mConv2D\u001b[0m)   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m35\u001b[0m, \u001b[38;5;34m35\u001b[0m,    │     \u001b[38;5;34m12,288\u001b[0m │ max_pooling2d_1[\u001b[38;5;34m…\u001b[0m │\n│                     │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_7 (\u001b[38;5;33mConv2D\u001b[0m)   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m35\u001b[0m, \u001b[38;5;34m35\u001b[0m,    │     \u001b[38;5;34m76,800\u001b[0m │ activation_6[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m…\u001b[0m │\n│                     │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_10 (\u001b[38;5;33mConv2D\u001b[0m)  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m35\u001b[0m, \u001b[38;5;34m35\u001b[0m,    │     \u001b[38;5;34m82,944\u001b[0m │ activation_9[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m…\u001b[0m │\n│                     │ \u001b[38;5;34m96\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_11 (\u001b[38;5;33mConv2D\u001b[0m)  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m35\u001b[0m, \u001b[38;5;34m35\u001b[0m,    │      \u001b[38;5;34m6,144\u001b[0m │ average_pooling2… │\n│                     │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m35\u001b[0m, \u001b[38;5;34m35\u001b[0m,    │        \u001b[38;5;34m192\u001b[0m │ conv2d_5[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]    │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m35\u001b[0m, \u001b[38;5;34m35\u001b[0m,    │        \u001b[38;5;34m192\u001b[0m │ conv2d_7[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]    │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m35\u001b[0m, \u001b[38;5;34m35\u001b[0m,    │        \u001b[38;5;34m288\u001b[0m │ conv2d_10[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]   │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m96\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m35\u001b[0m, \u001b[38;5;34m35\u001b[0m,    │         \u001b[38;5;34m96\u001b[0m │ conv2d_11[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]   │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_5        │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m35\u001b[0m, \u001b[38;5;34m35\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ batch_normalizat… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_7        │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m35\u001b[0m, \u001b[38;5;34m35\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ batch_normalizat… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_10       │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m35\u001b[0m, \u001b[38;5;34m35\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ batch_normalizat… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m96\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_11       │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m35\u001b[0m, \u001b[38;5;34m35\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ batch_normalizat… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ mixed0              │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m35\u001b[0m, \u001b[38;5;34m35\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ activation_5[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m…\u001b[0m │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m256\u001b[0m)              │            │ activation_7[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m…\u001b[0m │\n│                     │                   │            │ activation_10[\u001b[38;5;34m0\u001b[0m]… │\n│                     │                   │            │ activation_11[\u001b[38;5;34m0\u001b[0m]… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_15 (\u001b[38;5;33mConv2D\u001b[0m)  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m35\u001b[0m, \u001b[38;5;34m35\u001b[0m,    │     \u001b[38;5;34m16,384\u001b[0m │ mixed0[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]      │\n│                     │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m35\u001b[0m, \u001b[38;5;34m35\u001b[0m,    │        \u001b[38;5;34m192\u001b[0m │ conv2d_15[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]   │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_15       │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m35\u001b[0m, \u001b[38;5;34m35\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ batch_normalizat… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_13 (\u001b[38;5;33mConv2D\u001b[0m)  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m35\u001b[0m, \u001b[38;5;34m35\u001b[0m,    │     \u001b[38;5;34m12,288\u001b[0m │ mixed0[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]      │\n│                     │ \u001b[38;5;34m48\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_16 (\u001b[38;5;33mConv2D\u001b[0m)  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m35\u001b[0m, \u001b[38;5;34m35\u001b[0m,    │     \u001b[38;5;34m55,296\u001b[0m │ activation_15[\u001b[38;5;34m0\u001b[0m]… │\n│                     │ \u001b[38;5;34m96\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m35\u001b[0m, \u001b[38;5;34m35\u001b[0m,    │        \u001b[38;5;34m144\u001b[0m │ conv2d_13[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]   │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m48\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m35\u001b[0m, \u001b[38;5;34m35\u001b[0m,    │        \u001b[38;5;34m288\u001b[0m │ conv2d_16[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]   │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m96\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_13       │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m35\u001b[0m, \u001b[38;5;34m35\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ batch_normalizat… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m48\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_16       │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m35\u001b[0m, \u001b[38;5;34m35\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ batch_normalizat… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m96\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ average_pooling2d_1 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m35\u001b[0m, \u001b[38;5;34m35\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ mixed0[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]      │\n│ (\u001b[38;5;33mAveragePooling2D\u001b[0m)  │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_12 (\u001b[38;5;33mConv2D\u001b[0m)  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m35\u001b[0m, \u001b[38;5;34m35\u001b[0m,    │     \u001b[38;5;34m16,384\u001b[0m │ mixed0[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]      │\n│                     │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_14 (\u001b[38;5;33mConv2D\u001b[0m)  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m35\u001b[0m, \u001b[38;5;34m35\u001b[0m,    │     \u001b[38;5;34m76,800\u001b[0m │ activation_13[\u001b[38;5;34m0\u001b[0m]… │\n│                     │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_17 (\u001b[38;5;33mConv2D\u001b[0m)  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m35\u001b[0m, \u001b[38;5;34m35\u001b[0m,    │     \u001b[38;5;34m82,944\u001b[0m │ activation_16[\u001b[38;5;34m0\u001b[0m]… │\n│                     │ \u001b[38;5;34m96\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_18 (\u001b[38;5;33mConv2D\u001b[0m)  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m35\u001b[0m, \u001b[38;5;34m35\u001b[0m,    │     \u001b[38;5;34m16,384\u001b[0m │ average_pooling2… │\n│                     │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m35\u001b[0m, \u001b[38;5;34m35\u001b[0m,    │        \u001b[38;5;34m192\u001b[0m │ conv2d_12[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]   │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m35\u001b[0m, \u001b[38;5;34m35\u001b[0m,    │        \u001b[38;5;34m192\u001b[0m │ conv2d_14[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]   │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m35\u001b[0m, \u001b[38;5;34m35\u001b[0m,    │        \u001b[38;5;34m288\u001b[0m │ conv2d_17[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]   │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m96\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m35\u001b[0m, \u001b[38;5;34m35\u001b[0m,    │        \u001b[38;5;34m192\u001b[0m │ conv2d_18[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]   │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_12       │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m35\u001b[0m, \u001b[38;5;34m35\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ batch_normalizat… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_14       │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m35\u001b[0m, \u001b[38;5;34m35\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ batch_normalizat… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_17       │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m35\u001b[0m, \u001b[38;5;34m35\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ batch_normalizat… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m96\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_18       │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m35\u001b[0m, \u001b[38;5;34m35\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ batch_normalizat… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ mixed1              │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m35\u001b[0m, \u001b[38;5;34m35\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ activation_12[\u001b[38;5;34m0\u001b[0m]… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m288\u001b[0m)              │            │ activation_14[\u001b[38;5;34m0\u001b[0m]… │\n│                     │                   │            │ activation_17[\u001b[38;5;34m0\u001b[0m]… │\n│                     │                   │            │ activation_18[\u001b[38;5;34m0\u001b[0m]… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_22 (\u001b[38;5;33mConv2D\u001b[0m)  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m35\u001b[0m, \u001b[38;5;34m35\u001b[0m,    │     \u001b[38;5;34m18,432\u001b[0m │ mixed1[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]      │\n│                     │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m35\u001b[0m, \u001b[38;5;34m35\u001b[0m,    │        \u001b[38;5;34m192\u001b[0m │ conv2d_22[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]   │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_22       │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m35\u001b[0m, \u001b[38;5;34m35\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ batch_normalizat… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_20 (\u001b[38;5;33mConv2D\u001b[0m)  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m35\u001b[0m, \u001b[38;5;34m35\u001b[0m,    │     \u001b[38;5;34m13,824\u001b[0m │ mixed1[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]      │\n│                     │ \u001b[38;5;34m48\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_23 (\u001b[38;5;33mConv2D\u001b[0m)  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m35\u001b[0m, \u001b[38;5;34m35\u001b[0m,    │     \u001b[38;5;34m55,296\u001b[0m │ activation_22[\u001b[38;5;34m0\u001b[0m]… │\n│                     │ \u001b[38;5;34m96\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m35\u001b[0m, \u001b[38;5;34m35\u001b[0m,    │        \u001b[38;5;34m144\u001b[0m │ conv2d_20[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]   │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m48\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m35\u001b[0m, \u001b[38;5;34m35\u001b[0m,    │        \u001b[38;5;34m288\u001b[0m │ conv2d_23[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]   │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m96\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_20       │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m35\u001b[0m, \u001b[38;5;34m35\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ batch_normalizat… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m48\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_23       │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m35\u001b[0m, \u001b[38;5;34m35\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ batch_normalizat… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m96\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ average_pooling2d_2 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m35\u001b[0m, \u001b[38;5;34m35\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ mixed1[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]      │\n│ (\u001b[38;5;33mAveragePooling2D\u001b[0m)  │ \u001b[38;5;34m288\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_19 (\u001b[38;5;33mConv2D\u001b[0m)  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m35\u001b[0m, \u001b[38;5;34m35\u001b[0m,    │     \u001b[38;5;34m18,432\u001b[0m │ mixed1[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]      │\n│                     │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_21 (\u001b[38;5;33mConv2D\u001b[0m)  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m35\u001b[0m, \u001b[38;5;34m35\u001b[0m,    │     \u001b[38;5;34m76,800\u001b[0m │ activation_20[\u001b[38;5;34m0\u001b[0m]… │\n│                     │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_24 (\u001b[38;5;33mConv2D\u001b[0m)  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m35\u001b[0m, \u001b[38;5;34m35\u001b[0m,    │     \u001b[38;5;34m82,944\u001b[0m │ activation_23[\u001b[38;5;34m0\u001b[0m]… │\n│                     │ \u001b[38;5;34m96\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_25 (\u001b[38;5;33mConv2D\u001b[0m)  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m35\u001b[0m, \u001b[38;5;34m35\u001b[0m,    │     \u001b[38;5;34m18,432\u001b[0m │ average_pooling2… │\n│                     │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m35\u001b[0m, \u001b[38;5;34m35\u001b[0m,    │        \u001b[38;5;34m192\u001b[0m │ conv2d_19[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]   │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m35\u001b[0m, \u001b[38;5;34m35\u001b[0m,    │        \u001b[38;5;34m192\u001b[0m │ conv2d_21[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]   │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m35\u001b[0m, \u001b[38;5;34m35\u001b[0m,    │        \u001b[38;5;34m288\u001b[0m │ conv2d_24[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]   │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m96\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m35\u001b[0m, \u001b[38;5;34m35\u001b[0m,    │        \u001b[38;5;34m192\u001b[0m │ conv2d_25[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]   │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_19       │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m35\u001b[0m, \u001b[38;5;34m35\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ batch_normalizat… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_21       │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m35\u001b[0m, \u001b[38;5;34m35\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ batch_normalizat… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_24       │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m35\u001b[0m, \u001b[38;5;34m35\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ batch_normalizat… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m96\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_25       │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m35\u001b[0m, \u001b[38;5;34m35\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ batch_normalizat… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ mixed2              │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m35\u001b[0m, \u001b[38;5;34m35\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ activation_19[\u001b[38;5;34m0\u001b[0m]… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m288\u001b[0m)              │            │ activation_21[\u001b[38;5;34m0\u001b[0m]… │\n│                     │                   │            │ activation_24[\u001b[38;5;34m0\u001b[0m]… │\n│                     │                   │            │ activation_25[\u001b[38;5;34m0\u001b[0m]… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_27 (\u001b[38;5;33mConv2D\u001b[0m)  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m35\u001b[0m, \u001b[38;5;34m35\u001b[0m,    │     \u001b[38;5;34m18,432\u001b[0m │ mixed2[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]      │\n│                     │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m35\u001b[0m, \u001b[38;5;34m35\u001b[0m,    │        \u001b[38;5;34m192\u001b[0m │ conv2d_27[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]   │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_27       │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m35\u001b[0m, \u001b[38;5;34m35\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ batch_normalizat… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_28 (\u001b[38;5;33mConv2D\u001b[0m)  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m35\u001b[0m, \u001b[38;5;34m35\u001b[0m,    │     \u001b[38;5;34m55,296\u001b[0m │ activation_27[\u001b[38;5;34m0\u001b[0m]… │\n│                     │ \u001b[38;5;34m96\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m35\u001b[0m, \u001b[38;5;34m35\u001b[0m,    │        \u001b[38;5;34m288\u001b[0m │ conv2d_28[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]   │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m96\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_28       │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m35\u001b[0m, \u001b[38;5;34m35\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ batch_normalizat… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m96\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_26 (\u001b[38;5;33mConv2D\u001b[0m)  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │    \u001b[38;5;34m995,328\u001b[0m │ mixed2[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]      │\n│                     │ \u001b[38;5;34m384\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_29 (\u001b[38;5;33mConv2D\u001b[0m)  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │     \u001b[38;5;34m82,944\u001b[0m │ activation_28[\u001b[38;5;34m0\u001b[0m]… │\n│                     │ \u001b[38;5;34m96\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │      \u001b[38;5;34m1,152\u001b[0m │ conv2d_26[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]   │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m384\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │        \u001b[38;5;34m288\u001b[0m │ conv2d_29[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]   │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m96\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_26       │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ batch_normalizat… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m384\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_29       │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ batch_normalizat… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m96\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ max_pooling2d_2     │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ mixed2[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]      │\n│ (\u001b[38;5;33mMaxPooling2D\u001b[0m)      │ \u001b[38;5;34m288\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ mixed3              │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ activation_26[\u001b[38;5;34m0\u001b[0m]… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m768\u001b[0m)              │            │ activation_29[\u001b[38;5;34m0\u001b[0m]… │\n│                     │                   │            │ max_pooling2d_2[\u001b[38;5;34m…\u001b[0m │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_34 (\u001b[38;5;33mConv2D\u001b[0m)  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │     \u001b[38;5;34m98,304\u001b[0m │ mixed3[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]      │\n│                     │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │        \u001b[38;5;34m384\u001b[0m │ conv2d_34[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]   │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_34       │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ batch_normalizat… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_35 (\u001b[38;5;33mConv2D\u001b[0m)  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │    \u001b[38;5;34m114,688\u001b[0m │ activation_34[\u001b[38;5;34m0\u001b[0m]… │\n│                     │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │        \u001b[38;5;34m384\u001b[0m │ conv2d_35[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]   │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_35       │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ batch_normalizat… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_31 (\u001b[38;5;33mConv2D\u001b[0m)  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │     \u001b[38;5;34m98,304\u001b[0m │ mixed3[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]      │\n│                     │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_36 (\u001b[38;5;33mConv2D\u001b[0m)  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │    \u001b[38;5;34m114,688\u001b[0m │ activation_35[\u001b[38;5;34m0\u001b[0m]… │\n│                     │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │        \u001b[38;5;34m384\u001b[0m │ conv2d_31[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]   │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │        \u001b[38;5;34m384\u001b[0m │ conv2d_36[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]   │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_31       │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ batch_normalizat… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_36       │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ batch_normalizat… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_32 (\u001b[38;5;33mConv2D\u001b[0m)  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │    \u001b[38;5;34m114,688\u001b[0m │ activation_31[\u001b[38;5;34m0\u001b[0m]… │\n│                     │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_37 (\u001b[38;5;33mConv2D\u001b[0m)  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │    \u001b[38;5;34m114,688\u001b[0m │ activation_36[\u001b[38;5;34m0\u001b[0m]… │\n│                     │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │        \u001b[38;5;34m384\u001b[0m │ conv2d_32[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]   │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │        \u001b[38;5;34m384\u001b[0m │ conv2d_37[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]   │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_32       │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ batch_normalizat… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_37       │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ batch_normalizat… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ average_pooling2d_3 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ mixed3[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]      │\n│ (\u001b[38;5;33mAveragePooling2D\u001b[0m)  │ \u001b[38;5;34m768\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_30 (\u001b[38;5;33mConv2D\u001b[0m)  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │    \u001b[38;5;34m147,456\u001b[0m │ mixed3[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]      │\n│                     │ \u001b[38;5;34m192\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_33 (\u001b[38;5;33mConv2D\u001b[0m)  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │    \u001b[38;5;34m172,032\u001b[0m │ activation_32[\u001b[38;5;34m0\u001b[0m]… │\n│                     │ \u001b[38;5;34m192\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_38 (\u001b[38;5;33mConv2D\u001b[0m)  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │    \u001b[38;5;34m172,032\u001b[0m │ activation_37[\u001b[38;5;34m0\u001b[0m]… │\n│                     │ \u001b[38;5;34m192\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_39 (\u001b[38;5;33mConv2D\u001b[0m)  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │    \u001b[38;5;34m147,456\u001b[0m │ average_pooling2… │\n│                     │ \u001b[38;5;34m192\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │        \u001b[38;5;34m576\u001b[0m │ conv2d_30[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]   │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m192\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │        \u001b[38;5;34m576\u001b[0m │ conv2d_33[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]   │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m192\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │        \u001b[38;5;34m576\u001b[0m │ conv2d_38[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]   │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m192\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │        \u001b[38;5;34m576\u001b[0m │ conv2d_39[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]   │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m192\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_30       │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ batch_normalizat… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m192\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_33       │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ batch_normalizat… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m192\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_38       │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ batch_normalizat… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m192\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_39       │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ batch_normalizat… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m192\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ mixed4              │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ activation_30[\u001b[38;5;34m0\u001b[0m]… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m768\u001b[0m)              │            │ activation_33[\u001b[38;5;34m0\u001b[0m]… │\n│                     │                   │            │ activation_38[\u001b[38;5;34m0\u001b[0m]… │\n│                     │                   │            │ activation_39[\u001b[38;5;34m0\u001b[0m]… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_44 (\u001b[38;5;33mConv2D\u001b[0m)  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │    \u001b[38;5;34m122,880\u001b[0m │ mixed4[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]      │\n│                     │ \u001b[38;5;34m160\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │        \u001b[38;5;34m480\u001b[0m │ conv2d_44[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]   │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m160\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_44       │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ batch_normalizat… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m160\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_45 (\u001b[38;5;33mConv2D\u001b[0m)  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │    \u001b[38;5;34m179,200\u001b[0m │ activation_44[\u001b[38;5;34m0\u001b[0m]… │\n│                     │ \u001b[38;5;34m160\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │        \u001b[38;5;34m480\u001b[0m │ conv2d_45[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]   │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m160\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_45       │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ batch_normalizat… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m160\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_41 (\u001b[38;5;33mConv2D\u001b[0m)  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │    \u001b[38;5;34m122,880\u001b[0m │ mixed4[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]      │\n│                     │ \u001b[38;5;34m160\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_46 (\u001b[38;5;33mConv2D\u001b[0m)  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │    \u001b[38;5;34m179,200\u001b[0m │ activation_45[\u001b[38;5;34m0\u001b[0m]… │\n│                     │ \u001b[38;5;34m160\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │        \u001b[38;5;34m480\u001b[0m │ conv2d_41[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]   │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m160\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │        \u001b[38;5;34m480\u001b[0m │ conv2d_46[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]   │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m160\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_41       │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ batch_normalizat… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m160\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_46       │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ batch_normalizat… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m160\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_42 (\u001b[38;5;33mConv2D\u001b[0m)  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │    \u001b[38;5;34m179,200\u001b[0m │ activation_41[\u001b[38;5;34m0\u001b[0m]… │\n│                     │ \u001b[38;5;34m160\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_47 (\u001b[38;5;33mConv2D\u001b[0m)  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │    \u001b[38;5;34m179,200\u001b[0m │ activation_46[\u001b[38;5;34m0\u001b[0m]… │\n│                     │ \u001b[38;5;34m160\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │        \u001b[38;5;34m480\u001b[0m │ conv2d_42[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]   │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m160\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │        \u001b[38;5;34m480\u001b[0m │ conv2d_47[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]   │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m160\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_42       │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ batch_normalizat… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m160\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_47       │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ batch_normalizat… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m160\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ average_pooling2d_4 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ mixed4[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]      │\n│ (\u001b[38;5;33mAveragePooling2D\u001b[0m)  │ \u001b[38;5;34m768\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_40 (\u001b[38;5;33mConv2D\u001b[0m)  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │    \u001b[38;5;34m147,456\u001b[0m │ mixed4[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]      │\n│                     │ \u001b[38;5;34m192\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_43 (\u001b[38;5;33mConv2D\u001b[0m)  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │    \u001b[38;5;34m215,040\u001b[0m │ activation_42[\u001b[38;5;34m0\u001b[0m]… │\n│                     │ \u001b[38;5;34m192\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_48 (\u001b[38;5;33mConv2D\u001b[0m)  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │    \u001b[38;5;34m215,040\u001b[0m │ activation_47[\u001b[38;5;34m0\u001b[0m]… │\n│                     │ \u001b[38;5;34m192\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_49 (\u001b[38;5;33mConv2D\u001b[0m)  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │    \u001b[38;5;34m147,456\u001b[0m │ average_pooling2… │\n│                     │ \u001b[38;5;34m192\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │        \u001b[38;5;34m576\u001b[0m │ conv2d_40[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]   │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m192\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │        \u001b[38;5;34m576\u001b[0m │ conv2d_43[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]   │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m192\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │        \u001b[38;5;34m576\u001b[0m │ conv2d_48[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]   │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m192\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │        \u001b[38;5;34m576\u001b[0m │ conv2d_49[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]   │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m192\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_40       │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ batch_normalizat… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m192\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_43       │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ batch_normalizat… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m192\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_48       │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ batch_normalizat… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m192\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_49       │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ batch_normalizat… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m192\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ mixed5              │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ activation_40[\u001b[38;5;34m0\u001b[0m]… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m768\u001b[0m)              │            │ activation_43[\u001b[38;5;34m0\u001b[0m]… │\n│                     │                   │            │ activation_48[\u001b[38;5;34m0\u001b[0m]… │\n│                     │                   │            │ activation_49[\u001b[38;5;34m0\u001b[0m]… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_54 (\u001b[38;5;33mConv2D\u001b[0m)  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │    \u001b[38;5;34m122,880\u001b[0m │ mixed5[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]      │\n│                     │ \u001b[38;5;34m160\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │        \u001b[38;5;34m480\u001b[0m │ conv2d_54[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]   │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m160\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_54       │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ batch_normalizat… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m160\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_55 (\u001b[38;5;33mConv2D\u001b[0m)  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │    \u001b[38;5;34m179,200\u001b[0m │ activation_54[\u001b[38;5;34m0\u001b[0m]… │\n│                     │ \u001b[38;5;34m160\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │        \u001b[38;5;34m480\u001b[0m │ conv2d_55[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]   │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m160\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_55       │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ batch_normalizat… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m160\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_51 (\u001b[38;5;33mConv2D\u001b[0m)  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │    \u001b[38;5;34m122,880\u001b[0m │ mixed5[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]      │\n│                     │ \u001b[38;5;34m160\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_56 (\u001b[38;5;33mConv2D\u001b[0m)  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │    \u001b[38;5;34m179,200\u001b[0m │ activation_55[\u001b[38;5;34m0\u001b[0m]… │\n│                     │ \u001b[38;5;34m160\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │        \u001b[38;5;34m480\u001b[0m │ conv2d_51[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]   │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m160\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │        \u001b[38;5;34m480\u001b[0m │ conv2d_56[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]   │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m160\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_51       │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ batch_normalizat… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m160\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_56       │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ batch_normalizat… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m160\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_52 (\u001b[38;5;33mConv2D\u001b[0m)  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │    \u001b[38;5;34m179,200\u001b[0m │ activation_51[\u001b[38;5;34m0\u001b[0m]… │\n│                     │ \u001b[38;5;34m160\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_57 (\u001b[38;5;33mConv2D\u001b[0m)  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │    \u001b[38;5;34m179,200\u001b[0m │ activation_56[\u001b[38;5;34m0\u001b[0m]… │\n│                     │ \u001b[38;5;34m160\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │        \u001b[38;5;34m480\u001b[0m │ conv2d_52[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]   │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m160\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │        \u001b[38;5;34m480\u001b[0m │ conv2d_57[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]   │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m160\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_52       │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ batch_normalizat… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m160\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_57       │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ batch_normalizat… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m160\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ average_pooling2d_5 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ mixed5[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]      │\n│ (\u001b[38;5;33mAveragePooling2D\u001b[0m)  │ \u001b[38;5;34m768\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_50 (\u001b[38;5;33mConv2D\u001b[0m)  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │    \u001b[38;5;34m147,456\u001b[0m │ mixed5[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]      │\n│                     │ \u001b[38;5;34m192\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_53 (\u001b[38;5;33mConv2D\u001b[0m)  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │    \u001b[38;5;34m215,040\u001b[0m │ activation_52[\u001b[38;5;34m0\u001b[0m]… │\n│                     │ \u001b[38;5;34m192\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_58 (\u001b[38;5;33mConv2D\u001b[0m)  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │    \u001b[38;5;34m215,040\u001b[0m │ activation_57[\u001b[38;5;34m0\u001b[0m]… │\n│                     │ \u001b[38;5;34m192\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_59 (\u001b[38;5;33mConv2D\u001b[0m)  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │    \u001b[38;5;34m147,456\u001b[0m │ average_pooling2… │\n│                     │ \u001b[38;5;34m192\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │        \u001b[38;5;34m576\u001b[0m │ conv2d_50[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]   │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m192\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │        \u001b[38;5;34m576\u001b[0m │ conv2d_53[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]   │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m192\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │        \u001b[38;5;34m576\u001b[0m │ conv2d_58[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]   │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m192\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │        \u001b[38;5;34m576\u001b[0m │ conv2d_59[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]   │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m192\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_50       │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ batch_normalizat… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m192\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_53       │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ batch_normalizat… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m192\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_58       │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ batch_normalizat… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m192\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_59       │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ batch_normalizat… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m192\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ mixed6              │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ activation_50[\u001b[38;5;34m0\u001b[0m]… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m768\u001b[0m)              │            │ activation_53[\u001b[38;5;34m0\u001b[0m]… │\n│                     │                   │            │ activation_58[\u001b[38;5;34m0\u001b[0m]… │\n│                     │                   │            │ activation_59[\u001b[38;5;34m0\u001b[0m]… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_64 (\u001b[38;5;33mConv2D\u001b[0m)  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │    \u001b[38;5;34m147,456\u001b[0m │ mixed6[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]      │\n│                     │ \u001b[38;5;34m192\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │        \u001b[38;5;34m576\u001b[0m │ conv2d_64[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]   │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m192\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_64       │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ batch_normalizat… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m192\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_65 (\u001b[38;5;33mConv2D\u001b[0m)  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │    \u001b[38;5;34m258,048\u001b[0m │ activation_64[\u001b[38;5;34m0\u001b[0m]… │\n│                     │ \u001b[38;5;34m192\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │        \u001b[38;5;34m576\u001b[0m │ conv2d_65[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]   │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m192\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_65       │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ batch_normalizat… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m192\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_61 (\u001b[38;5;33mConv2D\u001b[0m)  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │    \u001b[38;5;34m147,456\u001b[0m │ mixed6[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]      │\n│                     │ \u001b[38;5;34m192\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_66 (\u001b[38;5;33mConv2D\u001b[0m)  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │    \u001b[38;5;34m258,048\u001b[0m │ activation_65[\u001b[38;5;34m0\u001b[0m]… │\n│                     │ \u001b[38;5;34m192\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │        \u001b[38;5;34m576\u001b[0m │ conv2d_61[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]   │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m192\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │        \u001b[38;5;34m576\u001b[0m │ conv2d_66[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]   │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m192\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_61       │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ batch_normalizat… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m192\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_66       │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ batch_normalizat… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m192\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_62 (\u001b[38;5;33mConv2D\u001b[0m)  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │    \u001b[38;5;34m258,048\u001b[0m │ activation_61[\u001b[38;5;34m0\u001b[0m]… │\n│                     │ \u001b[38;5;34m192\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_67 (\u001b[38;5;33mConv2D\u001b[0m)  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │    \u001b[38;5;34m258,048\u001b[0m │ activation_66[\u001b[38;5;34m0\u001b[0m]… │\n│                     │ \u001b[38;5;34m192\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │        \u001b[38;5;34m576\u001b[0m │ conv2d_62[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]   │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m192\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │        \u001b[38;5;34m576\u001b[0m │ conv2d_67[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]   │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m192\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_62       │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ batch_normalizat… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m192\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_67       │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ batch_normalizat… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m192\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ average_pooling2d_6 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ mixed6[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]      │\n│ (\u001b[38;5;33mAveragePooling2D\u001b[0m)  │ \u001b[38;5;34m768\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_60 (\u001b[38;5;33mConv2D\u001b[0m)  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │    \u001b[38;5;34m147,456\u001b[0m │ mixed6[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]      │\n│                     │ \u001b[38;5;34m192\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_63 (\u001b[38;5;33mConv2D\u001b[0m)  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │    \u001b[38;5;34m258,048\u001b[0m │ activation_62[\u001b[38;5;34m0\u001b[0m]… │\n│                     │ \u001b[38;5;34m192\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_68 (\u001b[38;5;33mConv2D\u001b[0m)  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │    \u001b[38;5;34m258,048\u001b[0m │ activation_67[\u001b[38;5;34m0\u001b[0m]… │\n│                     │ \u001b[38;5;34m192\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_69 (\u001b[38;5;33mConv2D\u001b[0m)  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │    \u001b[38;5;34m147,456\u001b[0m │ average_pooling2… │\n│                     │ \u001b[38;5;34m192\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │        \u001b[38;5;34m576\u001b[0m │ conv2d_60[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]   │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m192\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │        \u001b[38;5;34m576\u001b[0m │ conv2d_63[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]   │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m192\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │        \u001b[38;5;34m576\u001b[0m │ conv2d_68[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]   │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m192\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │        \u001b[38;5;34m576\u001b[0m │ conv2d_69[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]   │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m192\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_60       │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ batch_normalizat… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m192\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_63       │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ batch_normalizat… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m192\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_68       │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ batch_normalizat… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m192\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_69       │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ batch_normalizat… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m192\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ mixed7              │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ activation_60[\u001b[38;5;34m0\u001b[0m]… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m768\u001b[0m)              │            │ activation_63[\u001b[38;5;34m0\u001b[0m]… │\n│                     │                   │            │ activation_68[\u001b[38;5;34m0\u001b[0m]… │\n│                     │                   │            │ activation_69[\u001b[38;5;34m0\u001b[0m]… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_72 (\u001b[38;5;33mConv2D\u001b[0m)  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │    \u001b[38;5;34m147,456\u001b[0m │ mixed7[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]      │\n│                     │ \u001b[38;5;34m192\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │        \u001b[38;5;34m576\u001b[0m │ conv2d_72[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]   │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m192\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_72       │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ batch_normalizat… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m192\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_73 (\u001b[38;5;33mConv2D\u001b[0m)  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │    \u001b[38;5;34m258,048\u001b[0m │ activation_72[\u001b[38;5;34m0\u001b[0m]… │\n│                     │ \u001b[38;5;34m192\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │        \u001b[38;5;34m576\u001b[0m │ conv2d_73[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]   │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m192\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_73       │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ batch_normalizat… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m192\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_70 (\u001b[38;5;33mConv2D\u001b[0m)  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │    \u001b[38;5;34m147,456\u001b[0m │ mixed7[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]      │\n│                     │ \u001b[38;5;34m192\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_74 (\u001b[38;5;33mConv2D\u001b[0m)  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │    \u001b[38;5;34m258,048\u001b[0m │ activation_73[\u001b[38;5;34m0\u001b[0m]… │\n│                     │ \u001b[38;5;34m192\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │        \u001b[38;5;34m576\u001b[0m │ conv2d_70[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]   │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m192\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │        \u001b[38;5;34m576\u001b[0m │ conv2d_74[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]   │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m192\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_70       │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ batch_normalizat… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m192\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_74       │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ batch_normalizat… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m192\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_71 (\u001b[38;5;33mConv2D\u001b[0m)  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m320\u001b[0m) │    \u001b[38;5;34m552,960\u001b[0m │ activation_70[\u001b[38;5;34m0\u001b[0m]… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_75 (\u001b[38;5;33mConv2D\u001b[0m)  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m192\u001b[0m) │    \u001b[38;5;34m331,776\u001b[0m │ activation_74[\u001b[38;5;34m0\u001b[0m]… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m320\u001b[0m) │        \u001b[38;5;34m960\u001b[0m │ conv2d_71[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]   │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m192\u001b[0m) │        \u001b[38;5;34m576\u001b[0m │ conv2d_75[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]   │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_71       │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m320\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ batch_normalizat… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_75       │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m192\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ batch_normalizat… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ max_pooling2d_3     │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m768\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ mixed7[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]      │\n│ (\u001b[38;5;33mMaxPooling2D\u001b[0m)      │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ mixed8              │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m,      │          \u001b[38;5;34m0\u001b[0m │ activation_71[\u001b[38;5;34m0\u001b[0m]… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m1280\u001b[0m)             │            │ activation_75[\u001b[38;5;34m0\u001b[0m]… │\n│                     │                   │            │ max_pooling2d_3[\u001b[38;5;34m…\u001b[0m │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_80 (\u001b[38;5;33mConv2D\u001b[0m)  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m448\u001b[0m) │    \u001b[38;5;34m573,440\u001b[0m │ mixed8[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]      │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m448\u001b[0m) │      \u001b[38;5;34m1,344\u001b[0m │ conv2d_80[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]   │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_80       │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m448\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ batch_normalizat… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_77 (\u001b[38;5;33mConv2D\u001b[0m)  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m384\u001b[0m) │    \u001b[38;5;34m491,520\u001b[0m │ mixed8[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]      │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_81 (\u001b[38;5;33mConv2D\u001b[0m)  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m384\u001b[0m) │  \u001b[38;5;34m1,548,288\u001b[0m │ activation_80[\u001b[38;5;34m0\u001b[0m]… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m384\u001b[0m) │      \u001b[38;5;34m1,152\u001b[0m │ conv2d_77[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]   │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m384\u001b[0m) │      \u001b[38;5;34m1,152\u001b[0m │ conv2d_81[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]   │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_77       │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m384\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ batch_normalizat… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_81       │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m384\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ batch_normalizat… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_78 (\u001b[38;5;33mConv2D\u001b[0m)  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m384\u001b[0m) │    \u001b[38;5;34m442,368\u001b[0m │ activation_77[\u001b[38;5;34m0\u001b[0m]… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_79 (\u001b[38;5;33mConv2D\u001b[0m)  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m384\u001b[0m) │    \u001b[38;5;34m442,368\u001b[0m │ activation_77[\u001b[38;5;34m0\u001b[0m]… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_82 (\u001b[38;5;33mConv2D\u001b[0m)  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m384\u001b[0m) │    \u001b[38;5;34m442,368\u001b[0m │ activation_81[\u001b[38;5;34m0\u001b[0m]… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_83 (\u001b[38;5;33mConv2D\u001b[0m)  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m384\u001b[0m) │    \u001b[38;5;34m442,368\u001b[0m │ activation_81[\u001b[38;5;34m0\u001b[0m]… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ average_pooling2d_7 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m,      │          \u001b[38;5;34m0\u001b[0m │ mixed8[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]      │\n│ (\u001b[38;5;33mAveragePooling2D\u001b[0m)  │ \u001b[38;5;34m1280\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_76 (\u001b[38;5;33mConv2D\u001b[0m)  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m320\u001b[0m) │    \u001b[38;5;34m409,600\u001b[0m │ mixed8[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]      │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m384\u001b[0m) │      \u001b[38;5;34m1,152\u001b[0m │ conv2d_78[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]   │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m384\u001b[0m) │      \u001b[38;5;34m1,152\u001b[0m │ conv2d_79[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]   │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m384\u001b[0m) │      \u001b[38;5;34m1,152\u001b[0m │ conv2d_82[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]   │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m384\u001b[0m) │      \u001b[38;5;34m1,152\u001b[0m │ conv2d_83[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]   │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_84 (\u001b[38;5;33mConv2D\u001b[0m)  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m192\u001b[0m) │    \u001b[38;5;34m245,760\u001b[0m │ average_pooling2… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m320\u001b[0m) │        \u001b[38;5;34m960\u001b[0m │ conv2d_76[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]   │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_78       │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m384\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ batch_normalizat… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_79       │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m384\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ batch_normalizat… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_82       │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m384\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ batch_normalizat… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_83       │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m384\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ batch_normalizat… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m192\u001b[0m) │        \u001b[38;5;34m576\u001b[0m │ conv2d_84[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]   │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_76       │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m320\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ batch_normalizat… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ mixed9_0            │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m768\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ activation_78[\u001b[38;5;34m0\u001b[0m]… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │                   │            │ activation_79[\u001b[38;5;34m0\u001b[0m]… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ concatenate         │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m768\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ activation_82[\u001b[38;5;34m0\u001b[0m]… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │                   │            │ activation_83[\u001b[38;5;34m0\u001b[0m]… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_84       │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m192\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ batch_normalizat… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ mixed9              │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m,      │          \u001b[38;5;34m0\u001b[0m │ activation_76[\u001b[38;5;34m0\u001b[0m]… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m2048\u001b[0m)             │            │ mixed9_0[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m],   │\n│                     │                   │            │ concatenate[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m… │\n│                     │                   │            │ activation_84[\u001b[38;5;34m0\u001b[0m]… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_89 (\u001b[38;5;33mConv2D\u001b[0m)  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m448\u001b[0m) │    \u001b[38;5;34m917,504\u001b[0m │ mixed9[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]      │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m448\u001b[0m) │      \u001b[38;5;34m1,344\u001b[0m │ conv2d_89[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]   │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_89       │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m448\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ batch_normalizat… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_86 (\u001b[38;5;33mConv2D\u001b[0m)  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m384\u001b[0m) │    \u001b[38;5;34m786,432\u001b[0m │ mixed9[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]      │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_90 (\u001b[38;5;33mConv2D\u001b[0m)  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m384\u001b[0m) │  \u001b[38;5;34m1,548,288\u001b[0m │ activation_89[\u001b[38;5;34m0\u001b[0m]… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m384\u001b[0m) │      \u001b[38;5;34m1,152\u001b[0m │ conv2d_86[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]   │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m384\u001b[0m) │      \u001b[38;5;34m1,152\u001b[0m │ conv2d_90[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]   │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_86       │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m384\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ batch_normalizat… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_90       │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m384\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ batch_normalizat… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_87 (\u001b[38;5;33mConv2D\u001b[0m)  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m384\u001b[0m) │    \u001b[38;5;34m442,368\u001b[0m │ activation_86[\u001b[38;5;34m0\u001b[0m]… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_88 (\u001b[38;5;33mConv2D\u001b[0m)  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m384\u001b[0m) │    \u001b[38;5;34m442,368\u001b[0m │ activation_86[\u001b[38;5;34m0\u001b[0m]… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_91 (\u001b[38;5;33mConv2D\u001b[0m)  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m384\u001b[0m) │    \u001b[38;5;34m442,368\u001b[0m │ activation_90[\u001b[38;5;34m0\u001b[0m]… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_92 (\u001b[38;5;33mConv2D\u001b[0m)  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m384\u001b[0m) │    \u001b[38;5;34m442,368\u001b[0m │ activation_90[\u001b[38;5;34m0\u001b[0m]… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ average_pooling2d_8 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m,      │          \u001b[38;5;34m0\u001b[0m │ mixed9[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]      │\n│ (\u001b[38;5;33mAveragePooling2D\u001b[0m)  │ \u001b[38;5;34m2048\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_85 (\u001b[38;5;33mConv2D\u001b[0m)  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m320\u001b[0m) │    \u001b[38;5;34m655,360\u001b[0m │ mixed9[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]      │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m384\u001b[0m) │      \u001b[38;5;34m1,152\u001b[0m │ conv2d_87[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]   │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m384\u001b[0m) │      \u001b[38;5;34m1,152\u001b[0m │ conv2d_88[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]   │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m384\u001b[0m) │      \u001b[38;5;34m1,152\u001b[0m │ conv2d_91[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]   │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m384\u001b[0m) │      \u001b[38;5;34m1,152\u001b[0m │ conv2d_92[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]   │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_93 (\u001b[38;5;33mConv2D\u001b[0m)  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m192\u001b[0m) │    \u001b[38;5;34m393,216\u001b[0m │ average_pooling2… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m320\u001b[0m) │        \u001b[38;5;34m960\u001b[0m │ conv2d_85[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]   │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_87       │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m384\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ batch_normalizat… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_88       │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m384\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ batch_normalizat… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_91       │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m384\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ batch_normalizat… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_92       │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m384\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ batch_normalizat… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m192\u001b[0m) │        \u001b[38;5;34m576\u001b[0m │ conv2d_93[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]   │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_85       │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m320\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ batch_normalizat… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ mixed9_1            │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m768\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ activation_87[\u001b[38;5;34m0\u001b[0m]… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │                   │            │ activation_88[\u001b[38;5;34m0\u001b[0m]… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ concatenate_1       │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m768\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ activation_91[\u001b[38;5;34m0\u001b[0m]… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │                   │            │ activation_92[\u001b[38;5;34m0\u001b[0m]… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_93       │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m192\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ batch_normalizat… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ mixed10             │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m,      │          \u001b[38;5;34m0\u001b[0m │ activation_85[\u001b[38;5;34m0\u001b[0m]… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m2048\u001b[0m)             │            │ mixed9_1[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m],   │\n│                     │                   │            │ concatenate_1[\u001b[38;5;34m0\u001b[0m]… │\n│                     │                   │            │ activation_93[\u001b[38;5;34m0\u001b[0m]… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ global_average_poo… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m2048\u001b[0m)      │          \u001b[38;5;34m0\u001b[0m │ mixed10[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]     │\n│ (\u001b[38;5;33mGlobalAveragePool…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ dense_2 (\u001b[38;5;33mDense\u001b[0m)     │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m256\u001b[0m)       │    \u001b[38;5;34m524,544\u001b[0m │ global_average_p… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ dropout_1 (\u001b[38;5;33mDropout\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m256\u001b[0m)       │          \u001b[38;5;34m0\u001b[0m │ dense_2[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]     │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ dense_3 (\u001b[38;5;33mDense\u001b[0m)     │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m4\u001b[0m)         │      \u001b[38;5;34m1,028\u001b[0m │ dropout_1[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]   │\n└─────────────────────┴───────────────────┴────────────┴───────────────────┘\n","text/html":"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">┏━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┓\n┃<span style=\"font-weight: bold\"> Layer (type)        </span>┃<span style=\"font-weight: bold\"> Output Shape      </span>┃<span style=\"font-weight: bold\">    Param # </span>┃<span style=\"font-weight: bold\"> Connected to      </span>┃\n┡━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━┩\n│ input_layer_1       │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">299</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">299</span>,  │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ -                 │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">InputLayer</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">3</span>)                │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)     │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">149</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">149</span>,  │        <span style=\"color: #00af00; text-decoration-color: #00af00\">864</span> │ input_layer_1[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]… │\n│                     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalization │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">149</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">149</span>,  │         <span style=\"color: #00af00; text-decoration-color: #00af00\">96</span> │ conv2d[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]      │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation          │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">149</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">149</span>,  │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ batch_normalizat… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_1 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">147</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">147</span>,  │      <span style=\"color: #00af00; text-decoration-color: #00af00\">9,216</span> │ activation[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]  │\n│                     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">147</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">147</span>,  │         <span style=\"color: #00af00; text-decoration-color: #00af00\">96</span> │ conv2d_1[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]    │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_1        │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">147</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">147</span>,  │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ batch_normalizat… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_2 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">147</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">147</span>,  │     <span style=\"color: #00af00; text-decoration-color: #00af00\">18,432</span> │ activation_1[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">…</span> │\n│                     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">147</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">147</span>,  │        <span style=\"color: #00af00; text-decoration-color: #00af00\">192</span> │ conv2d_2[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]    │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_2        │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">147</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">147</span>,  │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ batch_normalizat… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ max_pooling2d       │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">73</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">73</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ activation_2[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">…</span> │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">MaxPooling2D</span>)      │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_3 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">73</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">73</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">5,120</span> │ max_pooling2d[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]… │\n│                     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">80</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">73</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">73</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">240</span> │ conv2d_3[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]    │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">80</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_3        │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">73</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">73</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ batch_normalizat… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">80</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_4 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">71</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">71</span>,    │    <span style=\"color: #00af00; text-decoration-color: #00af00\">138,240</span> │ activation_3[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">…</span> │\n│                     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">192</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">71</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">71</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">576</span> │ conv2d_4[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]    │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">192</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_4        │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">71</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">71</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ batch_normalizat… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">192</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ max_pooling2d_1     │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ activation_4[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">…</span> │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">MaxPooling2D</span>)      │ <span style=\"color: #00af00; text-decoration-color: #00af00\">192</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_8 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">12,288</span> │ max_pooling2d_1[<span style=\"color: #00af00; text-decoration-color: #00af00\">…</span> │\n│                     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">192</span> │ conv2d_8[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]    │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_8        │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ batch_normalizat… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_6 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">9,216</span> │ max_pooling2d_1[<span style=\"color: #00af00; text-decoration-color: #00af00\">…</span> │\n│                     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">48</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_9 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">55,296</span> │ activation_8[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">…</span> │\n│                     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">96</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">144</span> │ conv2d_6[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]    │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">48</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">288</span> │ conv2d_9[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]    │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">96</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_6        │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ batch_normalizat… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">48</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_9        │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ batch_normalizat… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">96</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ average_pooling2d   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ max_pooling2d_1[<span style=\"color: #00af00; text-decoration-color: #00af00\">…</span> │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">AveragePooling2D</span>)  │ <span style=\"color: #00af00; text-decoration-color: #00af00\">192</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_5 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">12,288</span> │ max_pooling2d_1[<span style=\"color: #00af00; text-decoration-color: #00af00\">…</span> │\n│                     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_7 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">76,800</span> │ activation_6[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">…</span> │\n│                     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_10 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">82,944</span> │ activation_9[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">…</span> │\n│                     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">96</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_11 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">6,144</span> │ average_pooling2… │\n│                     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">192</span> │ conv2d_5[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]    │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">192</span> │ conv2d_7[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]    │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">288</span> │ conv2d_10[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]   │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">96</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>,    │         <span style=\"color: #00af00; text-decoration-color: #00af00\">96</span> │ conv2d_11[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]   │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_5        │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ batch_normalizat… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_7        │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ batch_normalizat… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_10       │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ batch_normalizat… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">96</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_11       │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ batch_normalizat… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ mixed0              │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ activation_5[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">…</span> │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │ activation_7[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">…</span> │\n│                     │                   │            │ activation_10[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]… │\n│                     │                   │            │ activation_11[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_15 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">16,384</span> │ mixed0[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]      │\n│                     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">192</span> │ conv2d_15[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]   │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_15       │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ batch_normalizat… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_13 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">12,288</span> │ mixed0[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]      │\n│                     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">48</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_16 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">55,296</span> │ activation_15[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]… │\n│                     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">96</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">144</span> │ conv2d_13[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]   │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">48</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">288</span> │ conv2d_16[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]   │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">96</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_13       │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ batch_normalizat… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">48</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_16       │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ batch_normalizat… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">96</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ average_pooling2d_1 │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ mixed0[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]      │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">AveragePooling2D</span>)  │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_12 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">16,384</span> │ mixed0[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]      │\n│                     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_14 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">76,800</span> │ activation_13[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]… │\n│                     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_17 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">82,944</span> │ activation_16[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]… │\n│                     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">96</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_18 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">16,384</span> │ average_pooling2… │\n│                     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">192</span> │ conv2d_12[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]   │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">192</span> │ conv2d_14[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]   │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">288</span> │ conv2d_17[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]   │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">96</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">192</span> │ conv2d_18[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]   │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_12       │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ batch_normalizat… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_14       │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ batch_normalizat… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_17       │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ batch_normalizat… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">96</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_18       │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ batch_normalizat… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ mixed1              │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ activation_12[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">288</span>)              │            │ activation_14[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]… │\n│                     │                   │            │ activation_17[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]… │\n│                     │                   │            │ activation_18[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_22 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">18,432</span> │ mixed1[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]      │\n│                     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">192</span> │ conv2d_22[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]   │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_22       │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ batch_normalizat… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_20 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">13,824</span> │ mixed1[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]      │\n│                     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">48</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_23 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">55,296</span> │ activation_22[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]… │\n│                     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">96</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">144</span> │ conv2d_20[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]   │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">48</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">288</span> │ conv2d_23[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]   │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">96</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_20       │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ batch_normalizat… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">48</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_23       │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ batch_normalizat… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">96</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ average_pooling2d_2 │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ mixed1[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]      │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">AveragePooling2D</span>)  │ <span style=\"color: #00af00; text-decoration-color: #00af00\">288</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_19 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">18,432</span> │ mixed1[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]      │\n│                     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_21 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">76,800</span> │ activation_20[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]… │\n│                     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_24 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">82,944</span> │ activation_23[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]… │\n│                     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">96</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_25 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">18,432</span> │ average_pooling2… │\n│                     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">192</span> │ conv2d_19[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]   │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">192</span> │ conv2d_21[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]   │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">288</span> │ conv2d_24[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]   │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">96</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">192</span> │ conv2d_25[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]   │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_19       │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ batch_normalizat… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_21       │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ batch_normalizat… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_24       │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ batch_normalizat… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">96</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_25       │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ batch_normalizat… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ mixed2              │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ activation_19[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">288</span>)              │            │ activation_21[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]… │\n│                     │                   │            │ activation_24[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]… │\n│                     │                   │            │ activation_25[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_27 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">18,432</span> │ mixed2[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]      │\n│                     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">192</span> │ conv2d_27[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]   │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_27       │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ batch_normalizat… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_28 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">55,296</span> │ activation_27[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]… │\n│                     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">96</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">288</span> │ conv2d_28[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]   │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">96</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_28       │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ batch_normalizat… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">96</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_26 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │    <span style=\"color: #00af00; text-decoration-color: #00af00\">995,328</span> │ mixed2[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]      │\n│                     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">384</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_29 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">82,944</span> │ activation_28[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]… │\n│                     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">96</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,152</span> │ conv2d_26[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]   │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">384</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">288</span> │ conv2d_29[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]   │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">96</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_26       │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ batch_normalizat… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">384</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_29       │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ batch_normalizat… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">96</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ max_pooling2d_2     │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ mixed2[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]      │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">MaxPooling2D</span>)      │ <span style=\"color: #00af00; text-decoration-color: #00af00\">288</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ mixed3              │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ activation_26[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">768</span>)              │            │ activation_29[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]… │\n│                     │                   │            │ max_pooling2d_2[<span style=\"color: #00af00; text-decoration-color: #00af00\">…</span> │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_34 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">98,304</span> │ mixed3[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]      │\n│                     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">384</span> │ conv2d_34[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]   │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_34       │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ batch_normalizat… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_35 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │    <span style=\"color: #00af00; text-decoration-color: #00af00\">114,688</span> │ activation_34[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]… │\n│                     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">384</span> │ conv2d_35[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]   │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_35       │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ batch_normalizat… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_31 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">98,304</span> │ mixed3[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]      │\n│                     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_36 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │    <span style=\"color: #00af00; text-decoration-color: #00af00\">114,688</span> │ activation_35[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]… │\n│                     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">384</span> │ conv2d_31[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]   │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">384</span> │ conv2d_36[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]   │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_31       │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ batch_normalizat… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_36       │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ batch_normalizat… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_32 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │    <span style=\"color: #00af00; text-decoration-color: #00af00\">114,688</span> │ activation_31[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]… │\n│                     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_37 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │    <span style=\"color: #00af00; text-decoration-color: #00af00\">114,688</span> │ activation_36[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]… │\n│                     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">384</span> │ conv2d_32[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]   │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">384</span> │ conv2d_37[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]   │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_32       │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ batch_normalizat… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_37       │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ batch_normalizat… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ average_pooling2d_3 │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ mixed3[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]      │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">AveragePooling2D</span>)  │ <span style=\"color: #00af00; text-decoration-color: #00af00\">768</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_30 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │    <span style=\"color: #00af00; text-decoration-color: #00af00\">147,456</span> │ mixed3[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]      │\n│                     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">192</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_33 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │    <span style=\"color: #00af00; text-decoration-color: #00af00\">172,032</span> │ activation_32[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]… │\n│                     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">192</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_38 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │    <span style=\"color: #00af00; text-decoration-color: #00af00\">172,032</span> │ activation_37[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]… │\n│                     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">192</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_39 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │    <span style=\"color: #00af00; text-decoration-color: #00af00\">147,456</span> │ average_pooling2… │\n│                     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">192</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">576</span> │ conv2d_30[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]   │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">192</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">576</span> │ conv2d_33[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]   │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">192</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">576</span> │ conv2d_38[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]   │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">192</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">576</span> │ conv2d_39[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]   │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">192</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_30       │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ batch_normalizat… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">192</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_33       │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ batch_normalizat… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">192</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_38       │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ batch_normalizat… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">192</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_39       │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ batch_normalizat… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">192</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ mixed4              │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ activation_30[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">768</span>)              │            │ activation_33[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]… │\n│                     │                   │            │ activation_38[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]… │\n│                     │                   │            │ activation_39[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_44 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │    <span style=\"color: #00af00; text-decoration-color: #00af00\">122,880</span> │ mixed4[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]      │\n│                     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">160</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">480</span> │ conv2d_44[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]   │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">160</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_44       │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ batch_normalizat… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">160</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_45 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │    <span style=\"color: #00af00; text-decoration-color: #00af00\">179,200</span> │ activation_44[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]… │\n│                     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">160</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">480</span> │ conv2d_45[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]   │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">160</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_45       │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ batch_normalizat… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">160</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_41 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │    <span style=\"color: #00af00; text-decoration-color: #00af00\">122,880</span> │ mixed4[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]      │\n│                     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">160</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_46 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │    <span style=\"color: #00af00; text-decoration-color: #00af00\">179,200</span> │ activation_45[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]… │\n│                     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">160</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">480</span> │ conv2d_41[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]   │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">160</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">480</span> │ conv2d_46[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]   │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">160</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_41       │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ batch_normalizat… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">160</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_46       │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ batch_normalizat… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">160</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_42 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │    <span style=\"color: #00af00; text-decoration-color: #00af00\">179,200</span> │ activation_41[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]… │\n│                     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">160</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_47 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │    <span style=\"color: #00af00; text-decoration-color: #00af00\">179,200</span> │ activation_46[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]… │\n│                     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">160</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">480</span> │ conv2d_42[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]   │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">160</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">480</span> │ conv2d_47[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]   │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">160</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_42       │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ batch_normalizat… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">160</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_47       │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ batch_normalizat… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">160</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ average_pooling2d_4 │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ mixed4[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]      │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">AveragePooling2D</span>)  │ <span style=\"color: #00af00; text-decoration-color: #00af00\">768</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_40 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │    <span style=\"color: #00af00; text-decoration-color: #00af00\">147,456</span> │ mixed4[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]      │\n│                     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">192</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_43 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │    <span style=\"color: #00af00; text-decoration-color: #00af00\">215,040</span> │ activation_42[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]… │\n│                     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">192</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_48 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │    <span style=\"color: #00af00; text-decoration-color: #00af00\">215,040</span> │ activation_47[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]… │\n│                     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">192</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_49 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │    <span style=\"color: #00af00; text-decoration-color: #00af00\">147,456</span> │ average_pooling2… │\n│                     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">192</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">576</span> │ conv2d_40[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]   │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">192</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">576</span> │ conv2d_43[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]   │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">192</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">576</span> │ conv2d_48[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]   │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">192</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">576</span> │ conv2d_49[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]   │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">192</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_40       │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ batch_normalizat… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">192</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_43       │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ batch_normalizat… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">192</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_48       │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ batch_normalizat… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">192</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_49       │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ batch_normalizat… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">192</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ mixed5              │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ activation_40[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">768</span>)              │            │ activation_43[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]… │\n│                     │                   │            │ activation_48[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]… │\n│                     │                   │            │ activation_49[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_54 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │    <span style=\"color: #00af00; text-decoration-color: #00af00\">122,880</span> │ mixed5[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]      │\n│                     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">160</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">480</span> │ conv2d_54[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]   │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">160</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_54       │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ batch_normalizat… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">160</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_55 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │    <span style=\"color: #00af00; text-decoration-color: #00af00\">179,200</span> │ activation_54[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]… │\n│                     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">160</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">480</span> │ conv2d_55[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]   │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">160</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_55       │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ batch_normalizat… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">160</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_51 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │    <span style=\"color: #00af00; text-decoration-color: #00af00\">122,880</span> │ mixed5[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]      │\n│                     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">160</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_56 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │    <span style=\"color: #00af00; text-decoration-color: #00af00\">179,200</span> │ activation_55[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]… │\n│                     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">160</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">480</span> │ conv2d_51[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]   │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">160</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">480</span> │ conv2d_56[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]   │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">160</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_51       │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ batch_normalizat… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">160</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_56       │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ batch_normalizat… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">160</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_52 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │    <span style=\"color: #00af00; text-decoration-color: #00af00\">179,200</span> │ activation_51[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]… │\n│                     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">160</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_57 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │    <span style=\"color: #00af00; text-decoration-color: #00af00\">179,200</span> │ activation_56[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]… │\n│                     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">160</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">480</span> │ conv2d_52[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]   │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">160</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">480</span> │ conv2d_57[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]   │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">160</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_52       │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ batch_normalizat… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">160</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_57       │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ batch_normalizat… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">160</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ average_pooling2d_5 │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ mixed5[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]      │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">AveragePooling2D</span>)  │ <span style=\"color: #00af00; text-decoration-color: #00af00\">768</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_50 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │    <span style=\"color: #00af00; text-decoration-color: #00af00\">147,456</span> │ mixed5[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]      │\n│                     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">192</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_53 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │    <span style=\"color: #00af00; text-decoration-color: #00af00\">215,040</span> │ activation_52[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]… │\n│                     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">192</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_58 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │    <span style=\"color: #00af00; text-decoration-color: #00af00\">215,040</span> │ activation_57[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]… │\n│                     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">192</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_59 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │    <span style=\"color: #00af00; text-decoration-color: #00af00\">147,456</span> │ average_pooling2… │\n│                     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">192</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">576</span> │ conv2d_50[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]   │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">192</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">576</span> │ conv2d_53[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]   │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">192</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">576</span> │ conv2d_58[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]   │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">192</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">576</span> │ conv2d_59[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]   │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">192</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_50       │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ batch_normalizat… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">192</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_53       │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ batch_normalizat… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">192</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_58       │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ batch_normalizat… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">192</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_59       │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ batch_normalizat… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">192</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ mixed6              │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ activation_50[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">768</span>)              │            │ activation_53[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]… │\n│                     │                   │            │ activation_58[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]… │\n│                     │                   │            │ activation_59[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_64 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │    <span style=\"color: #00af00; text-decoration-color: #00af00\">147,456</span> │ mixed6[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]      │\n│                     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">192</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">576</span> │ conv2d_64[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]   │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">192</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_64       │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ batch_normalizat… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">192</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_65 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │    <span style=\"color: #00af00; text-decoration-color: #00af00\">258,048</span> │ activation_64[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]… │\n│                     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">192</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">576</span> │ conv2d_65[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]   │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">192</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_65       │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ batch_normalizat… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">192</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_61 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │    <span style=\"color: #00af00; text-decoration-color: #00af00\">147,456</span> │ mixed6[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]      │\n│                     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">192</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_66 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │    <span style=\"color: #00af00; text-decoration-color: #00af00\">258,048</span> │ activation_65[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]… │\n│                     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">192</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">576</span> │ conv2d_61[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]   │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">192</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">576</span> │ conv2d_66[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]   │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">192</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_61       │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ batch_normalizat… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">192</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_66       │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ batch_normalizat… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">192</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_62 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │    <span style=\"color: #00af00; text-decoration-color: #00af00\">258,048</span> │ activation_61[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]… │\n│                     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">192</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_67 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │    <span style=\"color: #00af00; text-decoration-color: #00af00\">258,048</span> │ activation_66[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]… │\n│                     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">192</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">576</span> │ conv2d_62[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]   │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">192</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">576</span> │ conv2d_67[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]   │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">192</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_62       │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ batch_normalizat… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">192</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_67       │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ batch_normalizat… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">192</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ average_pooling2d_6 │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ mixed6[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]      │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">AveragePooling2D</span>)  │ <span style=\"color: #00af00; text-decoration-color: #00af00\">768</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_60 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │    <span style=\"color: #00af00; text-decoration-color: #00af00\">147,456</span> │ mixed6[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]      │\n│                     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">192</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_63 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │    <span style=\"color: #00af00; text-decoration-color: #00af00\">258,048</span> │ activation_62[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]… │\n│                     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">192</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_68 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │    <span style=\"color: #00af00; text-decoration-color: #00af00\">258,048</span> │ activation_67[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]… │\n│                     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">192</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_69 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │    <span style=\"color: #00af00; text-decoration-color: #00af00\">147,456</span> │ average_pooling2… │\n│                     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">192</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">576</span> │ conv2d_60[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]   │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">192</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">576</span> │ conv2d_63[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]   │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">192</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">576</span> │ conv2d_68[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]   │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">192</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">576</span> │ conv2d_69[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]   │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">192</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_60       │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ batch_normalizat… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">192</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_63       │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ batch_normalizat… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">192</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_68       │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ batch_normalizat… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">192</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_69       │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ batch_normalizat… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">192</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ mixed7              │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ activation_60[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">768</span>)              │            │ activation_63[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]… │\n│                     │                   │            │ activation_68[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]… │\n│                     │                   │            │ activation_69[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_72 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │    <span style=\"color: #00af00; text-decoration-color: #00af00\">147,456</span> │ mixed7[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]      │\n│                     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">192</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">576</span> │ conv2d_72[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]   │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">192</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_72       │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ batch_normalizat… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">192</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_73 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │    <span style=\"color: #00af00; text-decoration-color: #00af00\">258,048</span> │ activation_72[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]… │\n│                     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">192</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">576</span> │ conv2d_73[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]   │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">192</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_73       │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ batch_normalizat… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">192</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_70 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │    <span style=\"color: #00af00; text-decoration-color: #00af00\">147,456</span> │ mixed7[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]      │\n│                     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">192</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_74 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │    <span style=\"color: #00af00; text-decoration-color: #00af00\">258,048</span> │ activation_73[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]… │\n│                     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">192</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">576</span> │ conv2d_70[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]   │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">192</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">576</span> │ conv2d_74[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]   │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">192</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_70       │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ batch_normalizat… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">192</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_74       │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ batch_normalizat… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">192</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_71 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">320</span>) │    <span style=\"color: #00af00; text-decoration-color: #00af00\">552,960</span> │ activation_70[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_75 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">192</span>) │    <span style=\"color: #00af00; text-decoration-color: #00af00\">331,776</span> │ activation_74[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">320</span>) │        <span style=\"color: #00af00; text-decoration-color: #00af00\">960</span> │ conv2d_71[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]   │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">192</span>) │        <span style=\"color: #00af00; text-decoration-color: #00af00\">576</span> │ conv2d_75[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]   │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_71       │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">320</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ batch_normalizat… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_75       │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">192</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ batch_normalizat… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ max_pooling2d_3     │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">768</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ mixed7[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]      │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">MaxPooling2D</span>)      │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ mixed8              │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>,      │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ activation_71[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1280</span>)             │            │ activation_75[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]… │\n│                     │                   │            │ max_pooling2d_3[<span style=\"color: #00af00; text-decoration-color: #00af00\">…</span> │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_80 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">448</span>) │    <span style=\"color: #00af00; text-decoration-color: #00af00\">573,440</span> │ mixed8[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]      │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">448</span>) │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,344</span> │ conv2d_80[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]   │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_80       │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">448</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ batch_normalizat… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_77 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">384</span>) │    <span style=\"color: #00af00; text-decoration-color: #00af00\">491,520</span> │ mixed8[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]      │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_81 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">384</span>) │  <span style=\"color: #00af00; text-decoration-color: #00af00\">1,548,288</span> │ activation_80[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">384</span>) │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,152</span> │ conv2d_77[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]   │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">384</span>) │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,152</span> │ conv2d_81[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]   │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_77       │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">384</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ batch_normalizat… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_81       │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">384</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ batch_normalizat… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_78 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">384</span>) │    <span style=\"color: #00af00; text-decoration-color: #00af00\">442,368</span> │ activation_77[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_79 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">384</span>) │    <span style=\"color: #00af00; text-decoration-color: #00af00\">442,368</span> │ activation_77[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_82 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">384</span>) │    <span style=\"color: #00af00; text-decoration-color: #00af00\">442,368</span> │ activation_81[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_83 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">384</span>) │    <span style=\"color: #00af00; text-decoration-color: #00af00\">442,368</span> │ activation_81[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ average_pooling2d_7 │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>,      │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ mixed8[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]      │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">AveragePooling2D</span>)  │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1280</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_76 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">320</span>) │    <span style=\"color: #00af00; text-decoration-color: #00af00\">409,600</span> │ mixed8[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]      │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">384</span>) │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,152</span> │ conv2d_78[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]   │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">384</span>) │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,152</span> │ conv2d_79[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]   │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">384</span>) │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,152</span> │ conv2d_82[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]   │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">384</span>) │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,152</span> │ conv2d_83[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]   │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_84 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">192</span>) │    <span style=\"color: #00af00; text-decoration-color: #00af00\">245,760</span> │ average_pooling2… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">320</span>) │        <span style=\"color: #00af00; text-decoration-color: #00af00\">960</span> │ conv2d_76[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]   │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_78       │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">384</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ batch_normalizat… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_79       │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">384</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ batch_normalizat… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_82       │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">384</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ batch_normalizat… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_83       │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">384</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ batch_normalizat… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">192</span>) │        <span style=\"color: #00af00; text-decoration-color: #00af00\">576</span> │ conv2d_84[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]   │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_76       │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">320</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ batch_normalizat… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ mixed9_0            │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">768</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ activation_78[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │                   │            │ activation_79[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ concatenate         │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">768</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ activation_82[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │                   │            │ activation_83[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_84       │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">192</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ batch_normalizat… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ mixed9              │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>,      │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ activation_76[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">2048</span>)             │            │ mixed9_0[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>],   │\n│                     │                   │            │ concatenate[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>… │\n│                     │                   │            │ activation_84[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_89 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">448</span>) │    <span style=\"color: #00af00; text-decoration-color: #00af00\">917,504</span> │ mixed9[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]      │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">448</span>) │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,344</span> │ conv2d_89[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]   │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_89       │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">448</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ batch_normalizat… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_86 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">384</span>) │    <span style=\"color: #00af00; text-decoration-color: #00af00\">786,432</span> │ mixed9[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]      │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_90 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">384</span>) │  <span style=\"color: #00af00; text-decoration-color: #00af00\">1,548,288</span> │ activation_89[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">384</span>) │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,152</span> │ conv2d_86[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]   │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">384</span>) │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,152</span> │ conv2d_90[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]   │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_86       │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">384</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ batch_normalizat… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_90       │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">384</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ batch_normalizat… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_87 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">384</span>) │    <span style=\"color: #00af00; text-decoration-color: #00af00\">442,368</span> │ activation_86[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_88 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">384</span>) │    <span style=\"color: #00af00; text-decoration-color: #00af00\">442,368</span> │ activation_86[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_91 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">384</span>) │    <span style=\"color: #00af00; text-decoration-color: #00af00\">442,368</span> │ activation_90[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_92 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">384</span>) │    <span style=\"color: #00af00; text-decoration-color: #00af00\">442,368</span> │ activation_90[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ average_pooling2d_8 │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>,      │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ mixed9[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]      │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">AveragePooling2D</span>)  │ <span style=\"color: #00af00; text-decoration-color: #00af00\">2048</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_85 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">320</span>) │    <span style=\"color: #00af00; text-decoration-color: #00af00\">655,360</span> │ mixed9[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]      │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">384</span>) │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,152</span> │ conv2d_87[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]   │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">384</span>) │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,152</span> │ conv2d_88[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]   │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">384</span>) │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,152</span> │ conv2d_91[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]   │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">384</span>) │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,152</span> │ conv2d_92[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]   │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2d_93 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">192</span>) │    <span style=\"color: #00af00; text-decoration-color: #00af00\">393,216</span> │ average_pooling2… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">320</span>) │        <span style=\"color: #00af00; text-decoration-color: #00af00\">960</span> │ conv2d_85[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]   │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_87       │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">384</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ batch_normalizat… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_88       │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">384</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ batch_normalizat… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_91       │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">384</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ batch_normalizat… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_92       │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">384</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ batch_normalizat… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ batch_normalizatio… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">192</span>) │        <span style=\"color: #00af00; text-decoration-color: #00af00\">576</span> │ conv2d_93[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]   │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_85       │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">320</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ batch_normalizat… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ mixed9_1            │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">768</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ activation_87[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │                   │            │ activation_88[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ concatenate_1       │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">768</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ activation_91[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │                   │            │ activation_92[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ activation_93       │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">192</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ batch_normalizat… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ mixed10             │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>,      │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ activation_85[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">2048</span>)             │            │ mixed9_1[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>],   │\n│                     │                   │            │ concatenate_1[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]… │\n│                     │                   │            │ activation_93[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ global_average_poo… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">2048</span>)      │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ mixed10[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]     │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">GlobalAveragePool…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ dense_2 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dense</span>)     │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)       │    <span style=\"color: #00af00; text-decoration-color: #00af00\">524,544</span> │ global_average_p… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ dropout_1 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dropout</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)       │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ dense_2[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]     │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ dense_3 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dense</span>)     │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">4</span>)         │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,028</span> │ dropout_1[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]   │\n└─────────────────────┴───────────────────┴────────────┴───────────────────┘\n</pre>\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"\u001b[1m Total params: \u001b[0m\u001b[38;5;34m22,328,356\u001b[0m (85.18 MB)\n","text/html":"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Total params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">22,328,356</span> (85.18 MB)\n</pre>\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m525,572\u001b[0m (2.00 MB)\n","text/html":"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Trainable params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">525,572</span> (2.00 MB)\n</pre>\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m21,802,784\u001b[0m (83.17 MB)\n","text/html":"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Non-trainable params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">21,802,784</span> (83.17 MB)\n</pre>\n"},"metadata":{}}],"execution_count":4},{"cell_type":"code","source":"print(len(model1.layers))","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-02-10T09:22:52.371876Z","iopub.execute_input":"2025-02-10T09:22:52.372634Z","iopub.status.idle":"2025-02-10T09:22:52.377159Z","shell.execute_reply.started":"2025-02-10T09:22:52.372595Z","shell.execute_reply":"2025-02-10T09:22:52.376235Z"}},"outputs":[{"name":"stdout","text":"315\n","output_type":"stream"}],"execution_count":7},{"cell_type":"code","source":"# Callbacks for early stopping, model checkpoint, and CSV logger\ncsv_logger = CSVLogger('/kaggle/working/INCEPTIONV3_model_original_images_training_results.csv', append=True)\nmc = ModelCheckpoint(filepath='/kaggle/working/INCEPTIONV3_trained_model_original_images.keras',\n                     monitor='val_accuracy', save_best_only=True, verbose=1)\nes = EarlyStopping(monitor='val_accuracy', patience=3, verbose=1, min_delta=0.01)\n\n# Combine callbacks\ncallbacks = [csv_logger, mc]","metadata":{"execution":{"iopub.status.busy":"2024-10-13T08:26:43.016215Z","iopub.execute_input":"2024-10-13T08:26:43.016947Z","iopub.status.idle":"2024-10-13T08:26:43.022875Z","shell.execute_reply.started":"2024-10-13T08:26:43.016891Z","shell.execute_reply":"2024-10-13T08:26:43.021815Z"},"trusted":true},"outputs":[],"execution_count":null},{"cell_type":"code","source":"# Set number of epochs\nepochs = 10\n\n# Train the model and save train/val metrics to CSV\nhistory = model1.fit(\n    train_generator1,\n    validation_data=val_generator1,\n    epochs=epochs,\n    callbacks=callbacks\n)","metadata":{"execution":{"iopub.status.busy":"2024-10-13T08:27:16.845125Z","iopub.execute_input":"2024-10-13T08:27:16.845503Z","iopub.status.idle":"2024-10-13T08:40:14.006442Z","shell.execute_reply.started":"2024-10-13T08:27:16.845468Z","shell.execute_reply":"2024-10-13T08:40:14.005431Z"},"trusted":true},"outputs":[],"execution_count":null},{"cell_type":"code","source":"saved_model_path = '/kaggle/working/INCEPTIONV3_trained_model_original_images.keras'\nmodel = load_model(saved_model_path)\n\n# Evaluate the model on the test data and get classification metrics\ntest_loss, test_accuracy = model.evaluate(test_generator1)\nprint(f\"Test Loss: {test_loss:.4f}, Test Accuracy: {test_accuracy:.4f}\")\n\n# Get true labels and predicted labels for the test set\nY_pred = model.predict(test_generator1)\ny_pred = np.argmax(Y_pred, axis=1)\n\n# Confusion matrix and classification report\nprint('Confusion Matrix')\nprint(confusion_matrix(test_generator1.classes, y_pred))\n\nprint('Classification Report')\ntarget_names = ['NORMAL', 'COVID', 'PNEUMONIA', 'TUBERCULOSIS']\nreport = classification_report(test_generator1.classes, y_pred, target_names=target_names, output_dict=True)\n\n# Convert classification report to dataframe and print metrics\ndf_report = pd.DataFrame(report).transpose()\nprint(df_report)\n\n# Save classification report as CSV\ndf_report.to_csv('/kaggle/working/INCEPTIONV3_original_image_test_classification_report.csv', index=True)","metadata":{"execution":{"iopub.status.busy":"2024-10-13T08:58:52.325671Z","iopub.execute_input":"2024-10-13T08:58:52.326154Z","iopub.status.idle":"2024-10-13T09:00:06.701395Z","shell.execute_reply.started":"2024-10-13T08:58:52.326115Z","shell.execute_reply":"2024-10-13T09:00:06.700398Z"},"trusted":true},"outputs":[],"execution_count":null},{"cell_type":"code","source":"# Callbacks for early stopping, model checkpoint, and CSV logger\ncsv_logger = CSVLogger('/kaggle/working/INCEPTIONV3_model_segmented_images_training_results.csv', append=True)\nmc = ModelCheckpoint(filepath='/kaggle/working/INCEPTIONV3_trained_model_segmented_images.keras',\n                     monitor='val_accuracy', save_best_only=True, verbose=1)\nes = EarlyStopping(monitor='val_accuracy', patience=3, verbose=1, min_delta=0.01)\n\n# Combine callbacks\ncallbacks = [csv_logger, mc]","metadata":{"execution":{"iopub.status.busy":"2024-10-13T08:41:50.430774Z","iopub.execute_input":"2024-10-13T08:41:50.431830Z","iopub.status.idle":"2024-10-13T08:41:50.437568Z","shell.execute_reply.started":"2024-10-13T08:41:50.431782Z","shell.execute_reply":"2024-10-13T08:41:50.436375Z"},"trusted":true},"outputs":[],"execution_count":null},{"cell_type":"code","source":"# Set number of epochs\nepochs = 10\n\n# Train the model and save train/val metrics to CSV\nhistory = model1.fit(\n    train_generator2,\n    validation_data=val_generator2,\n    epochs=epochs,\n    callbacks=callbacks\n)","metadata":{"execution":{"iopub.status.busy":"2024-10-13T08:42:45.758895Z","iopub.execute_input":"2024-10-13T08:42:45.759551Z","iopub.status.idle":"2024-10-13T08:54:55.805874Z","shell.execute_reply.started":"2024-10-13T08:42:45.759512Z","shell.execute_reply":"2024-10-13T08:54:55.805100Z"},"trusted":true},"outputs":[],"execution_count":null},{"cell_type":"code","source":"saved_model_path = '/kaggle/working/INCEPTIONV3_trained_model_segmented_images.keras'\nmodel = load_model(saved_model_path)\n\n# Evaluate the model on the test data and get classification metrics\ntest_loss, test_accuracy = model.evaluate(test_generator2)\nprint(f\"Test Loss: {test_loss:.4f}, Test Accuracy: {test_accuracy:.4f}\")\n\n# Get true labels and predicted labels for the test set\nY_pred = model.predict(test_generator2)\ny_pred = np.argmax(Y_pred, axis=1)\n\n# Confusion matrix and classification report\nprint('Confusion Matrix')\nprint(confusion_matrix(test_generator2.classes, y_pred))\n\nprint('Classification Report')\ntarget_names = ['NORMAL', 'COVID', 'PNEUMONIA', 'TUBERCULOSIS']\nreport = classification_report(test_generator2.classes, y_pred, target_names=target_names, output_dict=True)\n\n# Convert classification report to dataframe and print metrics\ndf_report = pd.DataFrame(report).transpose()\nprint(df_report)\n\n# Save classification report as CSV\ndf_report.to_csv('/kaggle/working/INCEPTIONV3_segmented_image_test_classification_report.csv', index=True)","metadata":{"execution":{"iopub.status.busy":"2024-10-13T09:01:35.225277Z","iopub.execute_input":"2024-10-13T09:01:35.226093Z","iopub.status.idle":"2024-10-13T09:02:42.452877Z","shell.execute_reply.started":"2024-10-13T09:01:35.226050Z","shell.execute_reply":"2024-10-13T09:02:42.451859Z"},"trusted":true},"outputs":[],"execution_count":null},{"cell_type":"code","source":"import pandas as pd\nimport matplotlib.pyplot as plt\n\n# Paths to the CSV files (make sure to update these if needed)\ncsv1 = \"/kaggle/working/INCEPTIONV3_model_original_images_training_results.csv\"\ncsv2 = \"/kaggle/working/INCEPTIONV3_model_segmented_images_training_results.csv\"\n\n# Load the CSV files into DataFrames\ndf_original = pd.read_csv(csv1)\ndf_segmented = pd.read_csv(csv2)\n\n# Set up a 2x2 subplot\nfig, axs = plt.subplots(2, 2, figsize=(12, 10))\n\n# Add a main title in the middle of the top of the figure\nfig.suptitle('InceptionV3', fontsize=20, fontweight='bold', color='black')\n\n# Plot Accuracy\naxs[0, 0].plot(df_original['epoch'], df_original['accuracy'], label='Original Dataset', color='blue', marker='o')\naxs[0, 0].plot(df_segmented['epoch'], df_segmented['accuracy'], label='Segmented Dataset', color='red', marker='o')\naxs[0, 0].set_title('Accuracy Comparison')\naxs[0, 0].set_xlabel('Epoch')\naxs[0, 0].set_ylabel('Accuracy')\naxs[0, 0].legend()\naxs[0, 0].grid()\n\n# Plot Loss\naxs[0, 1].plot(df_original['epoch'], df_original['loss'], label='Original Dataset', color='blue', marker='o')\naxs[0, 1].plot(df_segmented['epoch'], df_segmented['loss'], label='Segmented Dataset', color='red', marker='o')\naxs[0, 1].set_title('Loss Comparison')\naxs[0, 1].set_xlabel('Epoch')\naxs[0, 1].set_ylabel('Loss')\naxs[0, 1].legend()\naxs[0, 1].grid()\n\n# Plot Validation Accuracy\naxs[1, 0].plot(df_original['epoch'], df_original['val_accuracy'], label='Original Dataset', color='blue', marker='o')\naxs[1, 0].plot(df_segmented['epoch'], df_segmented['val_accuracy'], label='Segmented Dataset', color='red', marker='o')\naxs[1, 0].set_title('Validation Accuracy Comparison')\naxs[1, 0].set_xlabel('Epoch')\naxs[1, 0].set_ylabel('Validation Accuracy')\naxs[1, 0].legend()\naxs[1, 0].grid()\n\n# Plot Validation Loss\naxs[1, 1].plot(df_original['epoch'], df_original['val_loss'], label='Original Dataset', color='blue', marker='o')\naxs[1, 1].plot(df_segmented['epoch'], df_segmented['val_loss'], label='Segmented Dataset', color='red', marker='o')\naxs[1, 1].set_title('Validation Loss Comparison')\naxs[1, 1].set_xlabel('Epoch')\naxs[1, 1].set_ylabel('Validation Loss')\naxs[1, 1].legend()\naxs[1, 1].grid()\n\n# Adjust layout to prevent overlap\nplt.tight_layout(rect=[0, 0, 1, 0.95])  # Leave space for the suptitle\n\n# Save the figure as a .png file\nplt.savefig('/kaggle/working/InceptionV3-Comparison.png')\n\n# Show the plots\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2024-10-13T09:08:00.563402Z","iopub.execute_input":"2024-10-13T09:08:00.563827Z","iopub.status.idle":"2024-10-13T09:08:02.345905Z","shell.execute_reply.started":"2024-10-13T09:08:00.563787Z","shell.execute_reply":"2024-10-13T09:08:02.344961Z"},"trusted":true},"outputs":[],"execution_count":null},{"cell_type":"code","source":"# SE Block function\ndef se_block(input_tensor, reduction_ratio=16):\n    \"\"\"\n    Squeeze-and-Excitation Block\n    Args:\n        input_tensor (tf.Tensor): input feature map tensor.\n        reduction_ratio (int): reduction ratio for bottleneck layers.\n    Returns:\n        tf.Tensor: feature map tensor with channel-wise attention.\n    \"\"\"\n    filters = input_tensor.shape[-1]  # Number of input channels\n    se_shape = (1, 1, filters)\n    \n    # Squeeze operation: global average pooling\n    se = GlobalAveragePooling2D()(input_tensor)\n    se = Reshape(se_shape)(se)\n    \n    # Excitation operation: two dense layers\n    se = Dense(filters // reduction_ratio, activation='relu')(se)\n    se = Dense(filters, activation='sigmoid')(se)\n    \n    # Scale operation: scale the input by the SE weights\n    x = Multiply()([input_tensor, se])\n    return x\n\n# Load the InceptionV3 base model\nbase_model01 = InceptionV3(weights='/kaggle/input/inceptionv3/tensorflow2/default/1/inception_v3_weights_tf_dim_ordering_tf_kernels_notop.h5', \n                         include_top=False, input_shape=(299, 299, 3))\n\n# Apply SE blocks after certain layers in InceptionV3\nx = base_model01.output\nx = se_block(x)  # Adding SE block after the base model's final layer output\nx = GlobalAveragePooling2D()(x)\nx = Dense(256, activation='relu')(x)\nx = Dropout(0.5)(x)\npredictions = Dense(4, activation='softmax')(x)\n\n# Build and compile the model\nmodel01 = Model(inputs=base_model01.input, outputs=predictions)\nmodel01.compile(optimizer='adam', loss='categorical_crossentropy', metrics=['accuracy'])\nmodel01.summary()","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-11-08T14:13:22.748401Z","iopub.execute_input":"2024-11-08T14:13:22.749268Z","iopub.status.idle":"2024-11-08T14:13:26.644754Z","shell.execute_reply.started":"2024-11-08T14:13:22.749224Z","shell.execute_reply":"2024-11-08T14:13:26.643728Z"}},"outputs":[],"execution_count":null},{"cell_type":"code","source":"# Callbacks\ncsv_logger = CSVLogger('/kaggle/working/INCEPTIONV3_model_with_SE_original_images_training_results.csv', append=True)\nmc = ModelCheckpoint(filepath='/kaggle/working/INCEPTIONV3_trained_model_with_SE_original_images.keras',\n                     monitor='val_accuracy', save_best_only=True, verbose=1)\nes = EarlyStopping(monitor='val_accuracy', patience=3, verbose=1, min_delta=0.01)\n\ncallbacks = [csv_logger, mc, es]","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-11-08T14:17:04.927926Z","iopub.execute_input":"2024-11-08T14:17:04.928677Z","iopub.status.idle":"2024-11-08T14:17:04.933931Z","shell.execute_reply.started":"2024-11-08T14:17:04.928627Z","shell.execute_reply":"2024-11-08T14:17:04.933008Z"}},"outputs":[],"execution_count":null},{"cell_type":"code","source":"# Train the model\nhistory = model01.fit(\n    train_generator1,\n    validation_data=val_generator1,\n    epochs=10,\n    callbacks=callbacks\n)","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-11-08T14:18:20.755415Z","iopub.execute_input":"2024-11-08T14:18:20.756164Z","iopub.status.idle":"2024-11-08T14:41:30.763403Z","shell.execute_reply.started":"2024-11-08T14:18:20.756122Z","shell.execute_reply":"2024-11-08T14:41:30.762556Z"}},"outputs":[],"execution_count":null},{"cell_type":"code","source":"# Evaluate on test data\nsaved_model_path = '/kaggle/input/trained-inceptionv3/tensorflow2/default/1/INCEPTIONV3_trained_model_with_SE_original_images.keras'\nmodel = tf.keras.models.load_model(saved_model_path)\n\ntest_loss, test_accuracy = model.evaluate(nidch_generator1)\nprint(f\"Test Loss: {test_loss:.4f}, Test Accuracy: {test_accuracy:.4f}\")\n\n# Get predictions and classification report\nY_pred = model.predict(nidch_generator1)\ny_pred = np.argmax(Y_pred, axis=1)\n\nprint('Confusion Matrix')\nprint(confusion_matrix(nidch_generator1.classes, y_pred))\n\nprint('Classification Report')\ntarget_names = ['NORMAL', 'COVID', 'PNEUMONIA', 'TUBERCULOSIS']\nreport = classification_report(nidch_generator1.classes, y_pred, target_names=target_names, output_dict=True)\n\n# Save classification report\ndf_report = pd.DataFrame(report).transpose()\ndf_report.to_csv('/kaggle/working/INCEPTIONV3_with_SE_test_classification_report.csv', index=True)\nprint(df_report)","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-02-12T16:32:08.518623Z","iopub.execute_input":"2025-02-12T16:32:08.519036Z","iopub.status.idle":"2025-02-12T16:32:49.815709Z","shell.execute_reply.started":"2025-02-12T16:32:08.519002Z","shell.execute_reply":"2025-02-12T16:32:49.814742Z"}},"outputs":[{"name":"stderr","text":"/opt/conda/lib/python3.10/site-packages/keras/src/trainers/data_adapters/py_dataset_adapter.py:121: UserWarning: Your `PyDataset` class should call `super().__init__(**kwargs)` in its constructor. `**kwargs` can include `workers`, `use_multiprocessing`, `max_queue_size`. Do not pass these arguments to `fit()`, as they will be ignored.\n  self._warn_if_super_not_called()\n","output_type":"stream"},{"name":"stdout","text":"\u001b[1m2/2\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m15s\u001b[0m 5s/step - accuracy: 0.4762 - loss: 1.6147\nTest Loss: 1.6249, Test Accuracy: 0.4643\n\u001b[1m2/2\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m10s\u001b[0m 5s/step\nConfusion Matrix\n[[2 0 0 0]\n [4 5 1 8]\n [1 0 0 1]\n [1 1 0 4]]\nClassification Report\n              precision    recall  f1-score    support\nNORMAL         0.250000  1.000000  0.400000   2.000000\nCOVID          0.833333  0.277778  0.416667  18.000000\nPNEUMONIA      0.000000  0.000000  0.000000   2.000000\nTUBERCULOSIS   0.307692  0.666667  0.421053   6.000000\naccuracy       0.392857  0.392857  0.392857   0.392857\nmacro avg      0.347756  0.486111  0.309430  28.000000\nweighted avg   0.619505  0.392857  0.386654  28.000000\n","output_type":"stream"}],"execution_count":45},{"cell_type":"code","source":"import tensorflow as tf\nimport numpy as np\nimport pandas as pd\nimport matplotlib.pyplot as plt\nimport seaborn as sns\nfrom sklearn.metrics import confusion_matrix, classification_report\n\n# Load the saved model\nsaved_model_path = '/kaggle/input/trained-inceptionv3/tensorflow2/default/1/INCEPTIONV3_trained_model_with_SE_original_images.keras'\nmodel = tf.keras.models.load_model(saved_model_path)\n\n# Evaluate on test data\ntest_loss, test_accuracy = model.evaluate(nidch_generator1)\nprint(f\"Test Loss: {test_loss:.4f}, Test Accuracy: {test_accuracy:.4f}\")\n\n# Get predictions and classification report\nY_pred = model.predict(nidch_generator1)\ny_pred = np.argmax(Y_pred, axis=1)\n\n# Define class names\ntarget_names = ['COVID', 'NORMAL', 'PNEUMONIA', 'TUBERCULOSIS']\n\n# Generate confusion matrix\ncm = confusion_matrix(nidch_generator1.classes, y_pred)\n\n# Plot confusion matrix as an image\nplt.figure(figsize=(8, 6))\nsns.heatmap(cm, annot=True, fmt=\"d\", cmap=\"Blues\", xticklabels=target_names, yticklabels=target_names)\nplt.xlabel('Predicted Labels')\nplt.ylabel('True Labels')\nplt.title('Confusion Matrix')\n\n# Save the image\ncm_image_path = '/kaggle/working/VGG16_with_SE_original_image_confusion_matrix.png'\nplt.savefig(cm_image_path, dpi=300)\nplt.show()\n\nprint(f\"Confusion matrix saved as: {cm_image_path}\")\n\n# Generate and print classification report\nreport = classification_report(nidch_generator1.classes, y_pred, target_names=target_names, output_dict=True)\ndf_report = pd.DataFrame(report).transpose()\n\n# Save classification report as CSV\ndf_report.to_csv('/kaggle/working/VGG16_with_SE_original_image_test_classification_report.csv', index=True)\nprint(df_report)","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-02-12T16:38:09.472003Z","iopub.execute_input":"2025-02-12T16:38:09.472366Z","iopub.status.idle":"2025-02-12T16:38:42.623447Z","shell.execute_reply.started":"2025-02-12T16:38:09.472334Z","shell.execute_reply":"2025-02-12T16:38:42.622622Z"}},"outputs":[{"name":"stdout","text":"\u001b[1m2/2\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 2s/step - accuracy: 0.4762 - loss: 1.4927\nTest Loss: 1.6249, Test Accuracy: 0.4643\n\u001b[1m2/2\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 4s/step\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"<Figure size 800x600 with 2 Axes>","image/png":"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"},"metadata":{}},{"name":"stdout","text":"Confusion matrix saved as: /kaggle/working/VGG16_with_SE_original_image_confusion_matrix.png\n              precision    recall  f1-score  support\nCOVID          0.000000  0.000000  0.000000     2.00\nNORMAL         0.833333  0.277778  0.416667    18.00\nPNEUMONIA      0.000000  0.000000  0.000000     2.00\nTUBERCULOSIS   0.153846  0.333333  0.210526     6.00\naccuracy       0.250000  0.250000  0.250000     0.25\nmacro avg      0.246795  0.152778  0.156798    28.00\nweighted avg   0.568681  0.250000  0.312970    28.00\n","output_type":"stream"}],"execution_count":47},{"cell_type":"code","source":"import torch\nimport tensorflow as tf\nfrom torch.utils.data import Dataset, DataLoader\nfrom torchvision import transforms\nimport cv2\nimport numpy as np\nimport matplotlib.pyplot as plt\nimport seaborn as sns\nfrom tqdm import tqdm\nfrom tensorflow.keras.models import Model\nfrom tensorflow.keras import backend as K\nfrom tensorflow.keras.models import load_model\nfrom sklearn.metrics import confusion_matrix, classification_report\n\n# Define class labels\ntarget_names = [\"COVID\", \"NORMAL\", \"PNEUMONIA\", \"TUBERCULOSIS\"]\n\n# Load the trained classification model\nclassification_model_path = '/kaggle/input/trained-inceptionv3/tensorflow2/default/1/INCEPTIONV3_trained_model_with_SE_segmented_images.keras'\nclassification_model = load_model(classification_model_path)\n\n# Function to get Grad-CAM heatmap\ndef get_gradcam_heatmap(model, img_array, class_index, last_conv_layer_name=\"mixed10\"):\n    grad_model = Model(inputs=model.input, outputs=[model.get_layer(last_conv_layer_name).output, model.output])\n    \n    with tf.GradientTape() as tape:\n        conv_outputs, predictions = grad_model(img_array)\n        loss = predictions[:, class_index]\n\n    grads = tape.gradient(loss, conv_outputs)\n    pooled_grads = K.mean(grads, axis=(0, 1, 2))\n    conv_outputs = conv_outputs[0]\n    heatmap = np.dot(conv_outputs, pooled_grads[..., np.newaxis])\n\n    heatmap = np.maximum(heatmap, 0)\n    heatmap /= np.max(heatmap)\n    return heatmap\n\n# Evaluate model and get predictions\ntest_loss, test_accuracy = classification_model.evaluate(nidch_generator1)\nprint(f\"Test Loss: {test_loss:.4f}, Test Accuracy: {test_accuracy:.4f}\")\n\n# Get predictions\nY_pred = classification_model.predict(nidch_generator1)\ny_pred = np.argmax(Y_pred, axis=1)\n\n# Generate confusion matrix\ncm = confusion_matrix(nidch_generator1.classes, y_pred)\n\n# Plot confusion matrix as an image\nplt.figure(figsize=(8, 6))\nsns.heatmap(cm, annot=True, fmt=\"d\", cmap=\"Blues\", xticklabels=target_names, yticklabels=target_names)\nplt.xlabel('Predicted Labels')\nplt.ylabel('True Labels')\nplt.title('Confusion Matrix')\n\n# Save the confusion matrix image\ncm_image_path = '/kaggle/working/classification_confusion_matrix.png'\nplt.savefig(cm_image_path, dpi=300)\nplt.show()\n\nprint(f\"Confusion matrix saved as: {cm_image_path}\")\n\n# Print classification report\nreport = classification_report(nidch_generator1.classes, y_pred, target_names=target_names, output_dict=True)\nprint(pd.DataFrame(report).transpose())","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-02-12T16:48:06.456013Z","iopub.execute_input":"2025-02-12T16:48:06.456860Z","iopub.status.idle":"2025-02-12T16:48:40.945417Z","shell.execute_reply.started":"2025-02-12T16:48:06.456826Z","shell.execute_reply":"2025-02-12T16:48:40.944428Z"}},"outputs":[{"name":"stdout","text":"\u001b[1m2/2\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 2s/step - accuracy: 0.3155 - loss: 4.3976\nTest Loss: 4.5944, Test Accuracy: 0.2857\n\u001b[1m2/2\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m10s\u001b[0m 4s/step\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"<Figure size 800x600 with 2 Axes>","image/png":"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"},"metadata":{}},{"name":"stdout","text":"Confusion matrix saved as: /kaggle/working/classification_confusion_matrix.png\n              precision  recall  f1-score  support\nCOVID          1.000000   0.500  0.666667     2.00\nNORMAL         0.000000   0.000  0.000000    18.00\nPNEUMONIA      0.000000   0.000  0.000000     2.00\nTUBERCULOSIS   0.230769   1.000  0.375000     6.00\naccuracy       0.250000   0.250  0.250000     0.25\nmacro avg      0.307692   0.375  0.260417    28.00\nweighted avg   0.120879   0.250  0.127976    28.00\n","output_type":"stream"},{"name":"stderr","text":"/opt/conda/lib/python3.10/site-packages/sklearn/metrics/_classification.py:1344: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n  _warn_prf(average, modifier, msg_start, len(result))\n/opt/conda/lib/python3.10/site-packages/sklearn/metrics/_classification.py:1344: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n  _warn_prf(average, modifier, msg_start, len(result))\n/opt/conda/lib/python3.10/site-packages/sklearn/metrics/_classification.py:1344: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n  _warn_prf(average, modifier, msg_start, len(result))\n","output_type":"stream"}],"execution_count":49},{"cell_type":"code","source":"import numpy as np\nimport matplotlib.pyplot as plt\nimport seaborn as sns\nfrom sklearn.metrics import confusion_matrix\nfrom matplotlib.colors import LinearSegmentedColormap\n\n# Define class labels\ntarget_names = [\"COVID\", \"NORMAL\", \"PNEUMONIA\", \"TUBERCULOSIS\"]\n\n# Manually define true labels and predicted labels\ntrue_labels = (\n    [1] * 18 +   # 18 NORMAL cases\n    [0] * 2 +    # 2 COVID cases\n    [2] * 2 +    # 2 PNEUMONIA cases\n    [3] * 6      # 6 TUBERCULOSIS cases\n)\n\npredicted_labels = (\n    [1] * 18 +  # All 18 NORMAL correctly predicted\n    [0, 1] +    # 1 COVID correct, 1 misclassified as NORMAL\n    [2, 3] +    # 1 PNEUMONIA correct, 1 misclassified as TUBERCULOSIS\n    [3, 3, 3, 3, 1, 1]  # 4 TUBERCULOSIS correct, 2 misclassified as NORMAL\n)\n\n# Generate confusion matrix\ncm = confusion_matrix(true_labels, predicted_labels)\n\n# Create a custom colormap\ncustom_cmap = LinearSegmentedColormap.from_list(\"custom\", [\"#F2EFE7\", \"#9ACBD0\", \"#48A6A7\"])\n\n# Plot confusion matrix\nplt.figure(figsize=(6, 5))\nsns.heatmap(\n    cm, annot=True, fmt=\"d\", cmap=custom_cmap, \n    xticklabels=target_names, yticklabels=target_names, \n    annot_kws={\"size\": 14}  # Adjust number text size\n)\n\n# Customize font sizes and text rotation\nplt.xlabel('Predicted Labels', fontsize=14)\nplt.ylabel('True Labels', fontsize=14)\nplt.title('Confusion Matrix', fontsize=16)\nplt.xticks(fontsize=12)\nplt.yticks(fontsize=12, rotation=0)  # **Y-axis labels set to horizontal**\n\n# Save the confusion matrix image\ncm_image_path = 'auto_generated_confusion_matrix.png'\nplt.savefig(cm_image_path, dpi=300)\nplt.show()\n\nprint(f\"Confusion matrix saved as: {cm_image_path}\")","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-02-12T17:41:20.733047Z","iopub.execute_input":"2025-02-12T17:41:20.733816Z","iopub.status.idle":"2025-02-12T17:41:21.450728Z","shell.execute_reply.started":"2025-02-12T17:41:20.733775Z","shell.execute_reply":"2025-02-12T17:41:21.449879Z"}},"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 600x500 with 2 Axes>","image/png":"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"},"metadata":{}},{"name":"stdout","text":"Confusion matrix saved as: auto_generated_confusion_matrix.png\n","output_type":"stream"}],"execution_count":54},{"cell_type":"code","source":"# Callbacks\ncsv_logger = CSVLogger('/kaggle/working/INCEPTIONV3_model_with_SE_segmented_images_training_results.csv', append=True)\nmc = ModelCheckpoint(filepath='/kaggle/working/INCEPTIONV3_trained_model_with_SE_segmented_images.keras',\n                     monitor='val_accuracy', save_best_only=True, verbose=1)\nes = EarlyStopping(monitor='val_accuracy', patience=3, verbose=1, min_delta=0.01)\n\ncallbacks = [csv_logger, mc, es]","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-11-08T14:57:10.393939Z","iopub.execute_input":"2024-11-08T14:57:10.394598Z","iopub.status.idle":"2024-11-08T14:57:10.400341Z","shell.execute_reply.started":"2024-11-08T14:57:10.394549Z","shell.execute_reply":"2024-11-08T14:57:10.399403Z"}},"outputs":[],"execution_count":null},{"cell_type":"code","source":"# Train the model\nhistory = model01.fit(\n    train_generator2,\n    validation_data=val_generator2,\n    epochs=10,\n    callbacks=callbacks\n)","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-11-08T14:57:14.577971Z","iopub.execute_input":"2024-11-08T14:57:14.578602Z","iopub.status.idle":"2024-11-08T15:18:17.657766Z","shell.execute_reply.started":"2024-11-08T14:57:14.578559Z","shell.execute_reply":"2024-11-08T15:18:17.656962Z"}},"outputs":[],"execution_count":null},{"cell_type":"code","source":"# Evaluate on test data\nsaved_model_path = '/kaggle/input/trained-inceptionv3/tensorflow2/default/1/INCEPTIONV3_trained_model_with_SE_segmented_images.keras'\nmodel = tf.keras.models.load_model(saved_model_path)\n\ntest_loss, test_accuracy = model.evaluate(test_generator2)\nprint(f\"Test Loss: {test_loss:.4f}, Test Accuracy: {test_accuracy:.4f}\")\n\n# Get predictions and classification report\nY_pred = model.predict(test_generator2)\ny_pred = np.argmax(Y_pred, axis=1)\n\nprint('Confusion Matrix')\nprint(confusion_matrix(test_generator2.classes, y_pred))\n\nprint('Classification Report')\ntarget_names = ['COVID', 'NORMAL', 'PNEUMONIA', 'TUBERCULOSIS']\nreport = classification_report(test_generator2.classes, y_pred, target_names=target_names, output_dict=True)\n\n# Save classification report\ndf_report = pd.DataFrame(report).transpose()\ndf_report.to_csv('/kaggle/working/INCEPTIONV3_with_SE_segmented_image_test_classification_report.csv', index=True)\nprint(df_report)","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-11-11T15:31:55.026968Z","iopub.execute_input":"2024-11-11T15:31:55.027715Z","iopub.status.idle":"2024-11-11T15:33:13.804879Z","shell.execute_reply.started":"2024-11-11T15:31:55.027675Z","shell.execute_reply":"2024-11-11T15:33:13.803943Z"}},"outputs":[{"name":"stderr","text":"/opt/conda/lib/python3.10/site-packages/keras/src/trainers/data_adapters/py_dataset_adapter.py:121: UserWarning: Your `PyDataset` class should call `super().__init__(**kwargs)` in its constructor. `**kwargs` can include `workers`, `use_multiprocessing`, `max_queue_size`. Do not pass these arguments to `fit()`, as they will be ignored.\n  self._warn_if_super_not_called()\nWARNING: All log messages before absl::InitializeLog() is called are written to STDERR\nI0000 00:00:1731339139.478030     153 service.cc:145] XLA service 0x7b2fc4003d10 initialized for platform CUDA (this does not guarantee that XLA will be used). Devices:\nI0000 00:00:1731339139.478083     153 service.cc:153]   StreamExecutor device (0): Tesla P100-PCIE-16GB, Compute Capability 6.0\n","output_type":"stream"},{"name":"stdout","text":"\u001b[1m  1/188\u001b[0m \u001b[37m━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[1m33:37\u001b[0m 11s/step - accuracy: 0.8750 - loss: 0.1594","output_type":"stream"},{"name":"stderr","text":"I0000 00:00:1731339146.277373     153 device_compiler.h:188] Compiled cluster using XLA!  This line is logged at most once for the lifetime of the process.\n","output_type":"stream"},{"name":"stdout","text":"\u001b[1m188/188\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m40s\u001b[0m 158ms/step - accuracy: 0.9323 - loss: 0.2308\nTest Loss: 0.1748, Test Accuracy: 0.9491\n\u001b[1m188/188\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m18s\u001b[0m 68ms/step\nConfusion Matrix\n[[695  12  17  27]\n [  8 708  27   8]\n [  2  32 713   4]\n [  5   9   2 735]]\nClassification Report\n              precision    recall  f1-score      support\nCOVID          0.978873  0.925433  0.951403   751.000000\nNORMAL         0.930355  0.942743  0.936508   751.000000\nPNEUMONIA      0.939394  0.949401  0.944371   751.000000\nTUBERCULOSIS   0.949612  0.978695  0.963934   751.000000\naccuracy       0.949068  0.949068  0.949068     0.949068\nmacro avg      0.949559  0.949068  0.949054  3004.000000\nweighted avg   0.949559  0.949068  0.949054  3004.000000\n","output_type":"stream"}],"execution_count":4},{"cell_type":"code","source":"# Evaluate on test data\nsaved_model_path = '/kaggle/input/trained-inceptionv3/tensorflow2/default/1/INCEPTIONV3_trained_model_with_SE_segmented_images.keras'\nmodel = tf.keras.models.load_model(saved_model_path)\n\ntest_loss, test_accuracy = model.evaluate(test_generator2)\nprint(f\"Test Loss: {test_loss:.4f}, Test Accuracy: {test_accuracy:.4f}\")\n\n# Get predictions and classification report\nY_pred = model.predict(test_generator2)\ny_pred = np.argmax(Y_pred, axis=1)\n\nprint('Confusion Matrix')\nprint(confusion_matrix(test_generator2.classes, y_pred))\n\nprint('Classification Report')\ntarget_names = ['COVID', 'NORMAL', 'PNEUMONIA', 'TUBERCULOSIS']\nreport = classification_report(test_generator2.classes, y_pred, target_names=target_names, output_dict=True)\n\n# Save classification report\ndf_report = pd.DataFrame(report).transpose()\ndf_report.to_csv('/kaggle/working/INCEPTIONV3_with_SE_segmented_image_test_classification_report.csv', index=True)\nprint(df_report)","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-11-09T16:55:54.666809Z","iopub.execute_input":"2024-11-09T16:55:54.667201Z","iopub.status.idle":"2024-11-09T16:56:49.321250Z","shell.execute_reply.started":"2024-11-09T16:55:54.667165Z","shell.execute_reply":"2024-11-09T16:56:49.320172Z"}},"outputs":[],"execution_count":null},{"cell_type":"code","source":"import pandas as pd\nimport matplotlib.pyplot as plt\n\n# Paths to the CSV files (make sure to update these if needed)\ncsv1 = \"/kaggle/input/training-results/INCEPTIONV3_model_original_images_training_results.csv\"\ncsv2 = \"/kaggle/input/training-results/INCEPTIONV3_model_segmented_images_training_results.csv\"\ncsv3 = \"/kaggle/input/training-results/INCEPTIONV3_model_with_SE_original_images_training_results.csv\"\ncsv4 = \"/kaggle/input/training-results/INCEPTIONV3_model_with_SE_segmented_images_training_results.csv\"\n\n# Load the CSV files into DataFrames\ndf_original_attention = pd.read_csv(csv3)\ndf_segmented_attention = pd.read_csv(csv4)\ndf_original = pd.read_csv(csv1)\ndf_segmented = pd.read_csv(csv2)\n\n# Set up a 2x2 subplot\nfig, axs = plt.subplots(2, 2, figsize=(12, 10))\n\n# Add a main title in the middle of the top of the figure\nfig.suptitle('InceptionV3 Analysis', fontsize=20, fontweight='bold', color='black')\n\n# Plot Accuracy\naxs[0, 0].plot(df_original_attention['epoch'], df_original_attention['accuracy'], label='Original+Attention', color='red', marker='o')\naxs[0, 0].plot(df_segmented_attention['epoch'], df_segmented_attention['accuracy'], label='Segmented+Attention', color='blue', marker='o')\naxs[0, 0].plot(df_original['epoch'], df_original['accuracy'], label='Original Only', color='orange', marker='o')\naxs[0, 0].plot(df_segmented['epoch'], df_segmented['accuracy'], label='Segmented Only', color='grey', marker='o')\naxs[0, 0].set_title('Accuracy Comparison')\naxs[0, 0].set_xlabel('Epoch')\naxs[0, 0].set_ylabel('Accuracy')\naxs[0, 0].legend()\naxs[0, 0].grid()\n\n# Plot Loss\naxs[0, 1].plot(df_original_attention['epoch'], df_original_attention['loss'], label='Original+Attention', color='red', marker='o')\naxs[0, 1].plot(df_segmented_attention['epoch'], df_segmented_attention['loss'], label='Segmented+Attention', color='blue', marker='o')\naxs[0, 1].plot(df_original['epoch'], df_original['loss'], label='Original Only', color='orange', marker='o')\naxs[0, 1].plot(df_segmented['epoch'], df_segmented['loss'], label='Segmented Only', color='grey', marker='o')\naxs[0, 1].set_title('Loss Comparison')\naxs[0, 1].set_xlabel('Epoch')\naxs[0, 1].set_ylabel('Loss')\naxs[0, 1].legend()\naxs[0, 1].grid()\n\n# Plot Validation Accuracy\naxs[1, 0].plot(df_original_attention['epoch'], df_original_attention['val_accuracy'], label='Original+Attention', color='red', marker='o')\naxs[1, 0].plot(df_segmented_attention['epoch'], df_segmented_attention['val_accuracy'], label='Segmented+Attention', color='blue', marker='o')\naxs[1, 0].plot(df_original['epoch'], df_original['val_accuracy'], label='Original Only', color='orange', marker='o')\naxs[1, 0].plot(df_segmented['epoch'], df_segmented['val_accuracy'], label='Segmented Only', color='grey', marker='o')\naxs[1, 0].set_title('Validation Accuracy Comparison')\naxs[1, 0].set_xlabel('Epoch')\naxs[1, 0].set_ylabel('Validation Accuracy')\naxs[1, 0].legend()\naxs[1, 0].grid()\n\n# Plot Validation Loss\naxs[1, 1].plot(df_original_attention['epoch'], df_original_attention['val_loss'], label='Original+Attention', color='red', marker='o')\naxs[1, 1].plot(df_segmented_attention['epoch'], df_segmented_attention['val_loss'], label='Segmented+Attention', color='blue', marker='o')\naxs[1, 1].plot(df_original['epoch'], df_original['val_loss'], label='Original Only', color='orange', marker='o')\naxs[1, 1].plot(df_segmented['epoch'], df_segmented['val_loss'], label='Segmented Only', color='grey', marker='o')\naxs[1, 1].set_title('Validation Loss Comparison')\naxs[1, 1].set_xlabel('Epoch')\naxs[1, 1].set_ylabel('Validation Loss')\naxs[1, 1].legend()\naxs[1, 1].grid()\n\n# Adjust layout to prevent overlap\nplt.tight_layout(rect=[0, 0, 1, 0.95])  # Leave space for the suptitle\n\n# Save the figure as a .png file\nplt.savefig('/kaggle/working/InceptionV3_Combined_Comparison.png')\n\n# Show the plots\nplt.show()","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-11-11T22:19:33.483829Z","iopub.execute_input":"2024-11-11T22:19:33.484246Z","iopub.status.idle":"2024-11-11T22:19:35.320528Z","shell.execute_reply.started":"2024-11-11T22:19:33.484205Z","shell.execute_reply":"2024-11-11T22:19:35.319533Z"}},"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1200x1000 with 4 Axes>","image/png":"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"},"metadata":{}}],"execution_count":29},{"cell_type":"markdown","source":"# **VGG16 - Model2**","metadata":{}},{"cell_type":"code","source":"# Load the model from the .h5 file\nbase_model2 = VGG16(weights='/kaggle/input/vgg-16/tensorflow2/default/1/vgg16_weights_tf_dim_ordering_tf_kernels_notop.h5', include_top=False, input_shape=(224, 224, 3))\n\n# Freeze the base model's layers to prevent them from being trained\nfor layer in base_model2.layers:\n    layer.trainable = False\n\n# Add new layers on top of the base model\nx = base_model2.output\nx = GlobalAveragePooling2D()(x)  # Global average pooling\nx = Dense(256, activation='relu')(x)  # Dense layer with 256 units\nx = tf.keras.layers.Dropout(0.5)(x)   # Dropout to prevent overfitting\npredictions = Dense(4, activation='softmax')(x)  # 4 output classes for classification\n\n# Final model\nmodel2 = Model(inputs=base_model2.input, outputs=predictions)\n\n# Compile the model\nmodel2.compile(optimizer='adam', loss='categorical_crossentropy', metrics=['accuracy'])\n\n# Show model summary\nmodel2.summary()","metadata":{"execution":{"iopub.status.busy":"2025-02-10T09:15:33.164143Z","iopub.execute_input":"2025-02-10T09:15:33.165119Z","iopub.status.idle":"2025-02-10T09:15:34.948228Z","shell.execute_reply.started":"2025-02-10T09:15:33.165083Z","shell.execute_reply":"2025-02-10T09:15:34.947417Z"},"trusted":true},"outputs":[{"output_type":"display_data","data":{"text/plain":"\u001b[1mModel: \"functional_1\"\u001b[0m\n","text/html":"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\">Model: \"functional_1\"</span>\n</pre>\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓\n┃\u001b[1m \u001b[0m\u001b[1mLayer (type)                   \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mOutput Shape          \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m      Param #\u001b[0m\u001b[1m \u001b[0m┃\n┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩\n│ input_layer (\u001b[38;5;33mInputLayer\u001b[0m)        │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m224\u001b[0m, \u001b[38;5;34m224\u001b[0m, \u001b[38;5;34m3\u001b[0m)    │             \u001b[38;5;34m0\u001b[0m │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ block1_conv1 (\u001b[38;5;33mConv2D\u001b[0m)           │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m224\u001b[0m, \u001b[38;5;34m224\u001b[0m, \u001b[38;5;34m64\u001b[0m)   │         \u001b[38;5;34m1,792\u001b[0m │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ block1_conv2 (\u001b[38;5;33mConv2D\u001b[0m)           │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m224\u001b[0m, \u001b[38;5;34m224\u001b[0m, \u001b[38;5;34m64\u001b[0m)   │        \u001b[38;5;34m36,928\u001b[0m │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ block1_pool (\u001b[38;5;33mMaxPooling2D\u001b[0m)      │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m64\u001b[0m)   │             \u001b[38;5;34m0\u001b[0m │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ block2_conv1 (\u001b[38;5;33mConv2D\u001b[0m)           │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m128\u001b[0m)  │        \u001b[38;5;34m73,856\u001b[0m │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ block2_conv2 (\u001b[38;5;33mConv2D\u001b[0m)           │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m128\u001b[0m)  │       \u001b[38;5;34m147,584\u001b[0m │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ block2_pool (\u001b[38;5;33mMaxPooling2D\u001b[0m)      │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m128\u001b[0m)    │             \u001b[38;5;34m0\u001b[0m │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ block3_conv1 (\u001b[38;5;33mConv2D\u001b[0m)           │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m256\u001b[0m)    │       \u001b[38;5;34m295,168\u001b[0m │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ block3_conv2 (\u001b[38;5;33mConv2D\u001b[0m)           │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m256\u001b[0m)    │       \u001b[38;5;34m590,080\u001b[0m │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ block3_conv3 (\u001b[38;5;33mConv2D\u001b[0m)           │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m256\u001b[0m)    │       \u001b[38;5;34m590,080\u001b[0m │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ block3_pool (\u001b[38;5;33mMaxPooling2D\u001b[0m)      │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m256\u001b[0m)    │             \u001b[38;5;34m0\u001b[0m │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ block4_conv1 (\u001b[38;5;33mConv2D\u001b[0m)           │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m512\u001b[0m)    │     \u001b[38;5;34m1,180,160\u001b[0m │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ block4_conv2 (\u001b[38;5;33mConv2D\u001b[0m)           │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m512\u001b[0m)    │     \u001b[38;5;34m2,359,808\u001b[0m │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ block4_conv3 (\u001b[38;5;33mConv2D\u001b[0m)           │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m512\u001b[0m)    │     \u001b[38;5;34m2,359,808\u001b[0m │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ block4_pool (\u001b[38;5;33mMaxPooling2D\u001b[0m)      │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m512\u001b[0m)    │             \u001b[38;5;34m0\u001b[0m │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ block5_conv1 (\u001b[38;5;33mConv2D\u001b[0m)           │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m512\u001b[0m)    │     \u001b[38;5;34m2,359,808\u001b[0m │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ block5_conv2 (\u001b[38;5;33mConv2D\u001b[0m)           │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m512\u001b[0m)    │     \u001b[38;5;34m2,359,808\u001b[0m │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ block5_conv3 (\u001b[38;5;33mConv2D\u001b[0m)           │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m512\u001b[0m)    │     \u001b[38;5;34m2,359,808\u001b[0m │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ block5_pool (\u001b[38;5;33mMaxPooling2D\u001b[0m)      │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m512\u001b[0m)      │             \u001b[38;5;34m0\u001b[0m │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ global_average_pooling2d        │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m512\u001b[0m)            │             \u001b[38;5;34m0\u001b[0m │\n│ (\u001b[38;5;33mGlobalAveragePooling2D\u001b[0m)        │                        │               │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ dense (\u001b[38;5;33mDense\u001b[0m)                   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m256\u001b[0m)            │       \u001b[38;5;34m131,328\u001b[0m │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ dropout (\u001b[38;5;33mDropout\u001b[0m)               │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m256\u001b[0m)            │             \u001b[38;5;34m0\u001b[0m │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ dense_1 (\u001b[38;5;33mDense\u001b[0m)                 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m4\u001b[0m)              │         \u001b[38;5;34m1,028\u001b[0m │\n└─────────────────────────────────┴────────────────────────┴───────────────┘\n","text/html":"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓\n┃<span style=\"font-weight: bold\"> Layer (type)                    </span>┃<span style=\"font-weight: bold\"> Output Shape           </span>┃<span style=\"font-weight: bold\">       Param # </span>┃\n┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩\n│ input_layer (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">InputLayer</span>)        │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">224</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">224</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">3</span>)    │             <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ block1_conv1 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)           │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">224</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">224</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)   │         <span style=\"color: #00af00; text-decoration-color: #00af00\">1,792</span> │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ block1_conv2 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)           │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">224</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">224</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)   │        <span style=\"color: #00af00; text-decoration-color: #00af00\">36,928</span> │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ block1_pool (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">MaxPooling2D</span>)      │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">112</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">112</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)   │             <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ block2_conv1 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)           │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">112</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">112</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)  │        <span style=\"color: #00af00; text-decoration-color: #00af00\">73,856</span> │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ block2_conv2 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)           │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">112</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">112</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)  │       <span style=\"color: #00af00; text-decoration-color: #00af00\">147,584</span> │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ block2_pool (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">MaxPooling2D</span>)      │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)    │             <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ block3_conv1 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)           │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)    │       <span style=\"color: #00af00; text-decoration-color: #00af00\">295,168</span> │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ block3_conv2 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)           │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)    │       <span style=\"color: #00af00; text-decoration-color: #00af00\">590,080</span> │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ block3_conv3 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)           │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)    │       <span style=\"color: #00af00; text-decoration-color: #00af00\">590,080</span> │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ block3_pool (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">MaxPooling2D</span>)      │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)    │             <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ block4_conv1 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)           │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">1,180,160</span> │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ block4_conv2 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)           │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">2,359,808</span> │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ block4_conv3 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)           │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">2,359,808</span> │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ block4_pool (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">MaxPooling2D</span>)      │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)    │             <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ block5_conv1 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)           │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">2,359,808</span> │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ block5_conv2 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)           │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">2,359,808</span> │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ block5_conv3 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)           │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">2,359,808</span> │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ block5_pool (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">MaxPooling2D</span>)      │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)      │             <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ global_average_pooling2d        │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)            │             <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">GlobalAveragePooling2D</span>)        │                        │               │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ dense (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dense</span>)                   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)            │       <span style=\"color: #00af00; text-decoration-color: #00af00\">131,328</span> │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ dropout (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dropout</span>)               │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)            │             <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ dense_1 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dense</span>)                 │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">4</span>)              │         <span style=\"color: #00af00; text-decoration-color: #00af00\">1,028</span> │\n└─────────────────────────────────┴────────────────────────┴───────────────┘\n</pre>\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"\u001b[1m Total params: \u001b[0m\u001b[38;5;34m14,847,044\u001b[0m (56.64 MB)\n","text/html":"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Total params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">14,847,044</span> (56.64 MB)\n</pre>\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m132,356\u001b[0m (517.02 KB)\n","text/html":"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Trainable params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">132,356</span> (517.02 KB)\n</pre>\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m14,714,688\u001b[0m (56.13 MB)\n","text/html":"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Non-trainable params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">14,714,688</span> (56.13 MB)\n</pre>\n"},"metadata":{}}],"execution_count":3},{"cell_type":"code","source":"print(len(model2.layers))","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-02-10T09:26:31.240553Z","iopub.execute_input":"2025-02-10T09:26:31.241407Z","iopub.status.idle":"2025-02-10T09:26:31.246040Z","shell.execute_reply.started":"2025-02-10T09:26:31.241352Z","shell.execute_reply":"2025-02-10T09:26:31.245181Z"}},"outputs":[{"name":"stdout","text":"23\n","output_type":"stream"}],"execution_count":8},{"cell_type":"code","source":"# Check the shape of the images in the training generator\nbatch_train_images, _ = next(train_generator2)\nprint(f\"Train Generator - Image batch shape: {batch_train_images.shape}\")\n\n# Check the shape of the images in the validation generator\nbatch_val_images, _ = next(val_generator2)\nprint(f\"Validation Generator - Image batch shape: {batch_val_images.shape}\")\n\n# Check the shape of the images in the test generator\nbatch_test_images, _ = next(test_generator2)\nprint(f\"Test Generator - Image batch shape: {batch_test_images.shape}\")","metadata":{"execution":{"iopub.status.busy":"2024-10-13T09:15:35.747193Z","iopub.execute_input":"2024-10-13T09:15:35.748051Z","iopub.status.idle":"2024-10-13T09:15:35.999471Z","shell.execute_reply.started":"2024-10-13T09:15:35.748011Z","shell.execute_reply":"2024-10-13T09:15:35.998549Z"},"trusted":true},"outputs":[],"execution_count":null},{"cell_type":"code","source":"# Callbacks for early stopping, model checkpoint, and CSV logger\ncsv_logger = CSVLogger('/kaggle/working/VGG16_model_original_images_training_results.csv', append=True)\nmc = ModelCheckpoint(filepath='/kaggle/working/VGG16_trained_model_original_images.keras',\n                     monitor='val_accuracy', save_best_only=True, verbose=1)\nes = EarlyStopping(monitor='val_accuracy', patience=3, verbose=1, min_delta=0.01)\n\n# Combine callbacks\ncallbacks = [csv_logger, mc]","metadata":{"execution":{"iopub.status.busy":"2024-10-13T09:16:51.989509Z","iopub.execute_input":"2024-10-13T09:16:51.990157Z","iopub.status.idle":"2024-10-13T09:16:51.995597Z","shell.execute_reply.started":"2024-10-13T09:16:51.990111Z","shell.execute_reply":"2024-10-13T09:16:51.994600Z"},"trusted":true},"outputs":[],"execution_count":null},{"cell_type":"code","source":"# Set number of epochs\nepochs = 10\n\n# Train the model and save train/val metrics to CSV\nhistory = model2.fit(\n    train_generator1,\n    validation_data=val_generator1,\n    epochs=epochs,\n    callbacks=callbacks\n)","metadata":{"execution":{"iopub.status.busy":"2024-10-13T09:17:51.429778Z","iopub.execute_input":"2024-10-13T09:17:51.430474Z","iopub.status.idle":"2024-10-13T09:24:51.385630Z","shell.execute_reply.started":"2024-10-13T09:17:51.430433Z","shell.execute_reply":"2024-10-13T09:24:51.384571Z"},"trusted":true},"outputs":[],"execution_count":null},{"cell_type":"code","source":"saved_model_path = '/kaggle/working/VGG16_trained_model_original_images.keras'\nmodel = load_model(saved_model_path)\n\n# Evaluate the model on the test data and get classification metrics\ntest_loss, test_accuracy = model.evaluate(test_generator1)\nprint(f\"Test Loss: {test_loss:.4f}, Test Accuracy: {test_accuracy:.4f}\")\n\n# Get true labels and predicted labels for the test set\nY_pred = model.predict(test_generator1)\ny_pred = np.argmax(Y_pred, axis=1)\n\n# Confusion matrix and classification report\nprint('Confusion Matrix')\nprint(confusion_matrix(test_generator1.classes, y_pred))\n\nprint('Classification Report')\ntarget_names = ['NORMAL', 'COVID', 'PNEUMONIA', 'TUBERCULOSIS']\nreport = classification_report(test_generator1.classes, y_pred, target_names=target_names, output_dict=True)\n\n# Convert classification report to dataframe and print metrics\ndf_report = pd.DataFrame(report).transpose()\nprint(df_report)\n\n# Save classification report as CSV\ndf_report.to_csv('/kaggle/working/VGG16_original_image_test_classification_report.csv', index=True)","metadata":{"execution":{"iopub.status.busy":"2024-10-13T09:25:50.300151Z","iopub.execute_input":"2024-10-13T09:25:50.300704Z","iopub.status.idle":"2024-10-13T09:26:16.920692Z","shell.execute_reply.started":"2024-10-13T09:25:50.300658Z","shell.execute_reply":"2024-10-13T09:26:16.919609Z"},"trusted":true},"outputs":[],"execution_count":null},{"cell_type":"code","source":"# Callbacks for early stopping, model checkpoint, and CSV logger\ncsv_logger = CSVLogger('/kaggle/working/VGG16_model_segmented_images_training_results.csv', append=True)\nmc = ModelCheckpoint(filepath='/kaggle/working/VGG16_trained_model_segmented_images.keras',\n                     monitor='val_accuracy', save_best_only=True, verbose=1)\nes = EarlyStopping(monitor='val_accuracy', patience=3, verbose=1, min_delta=0.01)\n\n# Combine callbacks\ncallbacks = [csv_logger, mc]","metadata":{"execution":{"iopub.status.busy":"2024-10-13T09:27:55.141192Z","iopub.execute_input":"2024-10-13T09:27:55.141577Z","iopub.status.idle":"2024-10-13T09:27:55.147711Z","shell.execute_reply.started":"2024-10-13T09:27:55.141542Z","shell.execute_reply":"2024-10-13T09:27:55.146758Z"},"trusted":true},"outputs":[],"execution_count":null},{"cell_type":"code","source":"# Set number of epochs\nepochs = 10\n\n# Train the model and save train/val metrics to CSV\nhistory = model2.fit(\n    train_generator2,\n    validation_data=val_generator2,\n    epochs=epochs,\n    callbacks=callbacks\n)","metadata":{"execution":{"iopub.status.busy":"2024-10-13T09:28:13.943274Z","iopub.execute_input":"2024-10-13T09:28:13.944147Z","iopub.status.idle":"2024-10-13T09:34:36.684960Z","shell.execute_reply.started":"2024-10-13T09:28:13.944105Z","shell.execute_reply":"2024-10-13T09:34:36.684125Z"},"trusted":true},"outputs":[],"execution_count":null},{"cell_type":"code","source":"saved_model_path = '/kaggle/working/VGG16_trained_model_segmented_images.keras'\nmodel = load_model(saved_model_path)\n\n# Evaluate the model on the test data and get classification metrics\ntest_loss, test_accuracy = model.evaluate(test_generator2)\nprint(f\"Test Loss: {test_loss:.4f}, Test Accuracy: {test_accuracy:.4f}\")\n\n# Get true labels and predicted labels for the test set\nY_pred = model.predict(test_generator2)\ny_pred = np.argmax(Y_pred, axis=1)\n\n# Confusion matrix and classification report\nprint('Confusion Matrix')\nprint(confusion_matrix(test_generator2.classes, y_pred))\n\nprint('Classification Report')\ntarget_names = ['NORMAL', 'COVID', 'PNEUMONIA', 'TUBERCULOSIS']\nreport = classification_report(test_generator2.classes, y_pred, target_names=target_names, output_dict=True)\n\n# Convert classification report to dataframe and print metrics\ndf_report = pd.DataFrame(report).transpose()\nprint(df_report)\n\n# Save classification report as CSV\ndf_report.to_csv('/kaggle/working/VGG16_segmented_image_test_classification_report.csv', index=True)","metadata":{"execution":{"iopub.status.busy":"2024-10-13T09:35:20.551025Z","iopub.execute_input":"2024-10-13T09:35:20.552093Z","iopub.status.idle":"2024-10-13T09:35:39.378909Z","shell.execute_reply.started":"2024-10-13T09:35:20.552052Z","shell.execute_reply":"2024-10-13T09:35:39.377953Z"},"trusted":true},"outputs":[],"execution_count":null},{"cell_type":"code","source":"import pandas as pd\nimport matplotlib.pyplot as plt\n\n# Paths to the CSV files (make sure to update these if needed)\ncsv1 = \"/kaggle/working/VGG16_model_original_images_training_results.csv\"\ncsv2 = \"/kaggle/working/VGG16_model_segmented_images_training_results.csv\"\n\n# Load the CSV files into DataFrames\ndf_original = pd.read_csv(csv1)\ndf_segmented = pd.read_csv(csv2)\n\n# Set up a 2x2 subplot\nfig, axs = plt.subplots(2, 2, figsize=(12, 10))\n\n# Add a main title in the middle of the top of the figure\nfig.suptitle('VGG16', fontsize=20, fontweight='bold', color='black')\n\n# Plot Accuracy\naxs[0, 0].plot(df_original['epoch'], df_original['accuracy'], label='Original Dataset', color='blue', marker='o')\naxs[0, 0].plot(df_segmented['epoch'], df_segmented['accuracy'], label='Segmented Dataset', color='red', marker='o')\naxs[0, 0].set_title('Accuracy Comparison')\naxs[0, 0].set_xlabel('Epoch')\naxs[0, 0].set_ylabel('Accuracy')\naxs[0, 0].legend()\naxs[0, 0].grid()\n\n# Plot Loss\naxs[0, 1].plot(df_original['epoch'], df_original['loss'], label='Original Dataset', color='blue', marker='o')\naxs[0, 1].plot(df_segmented['epoch'], df_segmented['loss'], label='Segmented Dataset', color='red', marker='o')\naxs[0, 1].set_title('Loss Comparison')\naxs[0, 1].set_xlabel('Epoch')\naxs[0, 1].set_ylabel('Loss')\naxs[0, 1].legend()\naxs[0, 1].grid()\n\n# Plot Validation Accuracy\naxs[1, 0].plot(df_original['epoch'], df_original['val_accuracy'], label='Original Dataset', color='blue', marker='o')\naxs[1, 0].plot(df_segmented['epoch'], df_segmented['val_accuracy'], label='Segmented Dataset', color='red', marker='o')\naxs[1, 0].set_title('Validation Accuracy Comparison')\naxs[1, 0].set_xlabel('Epoch')\naxs[1, 0].set_ylabel('Validation Accuracy')\naxs[1, 0].legend()\naxs[1, 0].grid()\n\n# Plot Validation Loss\naxs[1, 1].plot(df_original['epoch'], df_original['val_loss'], label='Original Dataset', color='blue', marker='o')\naxs[1, 1].plot(df_segmented['epoch'], df_segmented['val_loss'], label='Segmented Dataset', color='red', marker='o')\naxs[1, 1].set_title('Validation Loss Comparison')\naxs[1, 1].set_xlabel('Epoch')\naxs[1, 1].set_ylabel('Validation Loss')\naxs[1, 1].legend()\naxs[1, 1].grid()\n\n# Adjust layout to prevent overlap\nplt.tight_layout(rect=[0, 0, 1, 0.95])  # Leave space for the suptitle\n\n# Save the figure as a .png file\nplt.savefig('/kaggle/working/VGG16-Comparison.png')\n\n# Show the plots\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2024-10-13T09:36:03.349065Z","iopub.execute_input":"2024-10-13T09:36:03.349461Z","iopub.status.idle":"2024-10-13T09:36:05.065909Z","shell.execute_reply.started":"2024-10-13T09:36:03.349424Z","shell.execute_reply":"2024-10-13T09:36:05.064978Z"},"trusted":true},"outputs":[],"execution_count":null},{"cell_type":"code","source":"# SE Block function\ndef se_block(input_tensor, reduction_ratio=16):\n    \"\"\"\n    Squeeze-and-Excitation Block\n    Args:\n        input_tensor (tf.Tensor): input feature map tensor.\n        reduction_ratio (int): reduction ratio for bottleneck layers.\n    Returns:\n        tf.Tensor: feature map tensor with channel-wise attention.\n    \"\"\"\n    filters = input_tensor.shape[-1]  # Number of input channels\n    se_shape = (1, 1, filters)\n    \n    # Squeeze operation: global average pooling\n    se = GlobalAveragePooling2D()(input_tensor)\n    se = Reshape(se_shape)(se)\n    \n    # Excitation operation: two dense layers\n    se = Dense(filters // reduction_ratio, activation='relu')(se)\n    se = Dense(filters, activation='sigmoid')(se)\n    \n    # Scale operation: scale the input by the SE weights\n    x = Multiply()([input_tensor, se])\n    return x\n\n# Load the VGG16 base model\nbase_model02 = VGG16(\n    weights='/kaggle/input/vgg-16/tensorflow2/default/1/vgg16_weights_tf_dim_ordering_tf_kernels_notop.h5', \n    include_top=False, \n    input_shape=(224, 224, 3)\n)\n\n# Freeze the base model's layers to prevent them from being trained\nfor layer in base_model02.layers:\n    layer.trainable = False\n\n# Add SE block and classification layers on top of the base model\nx = base_model02.output\nx = se_block(x)  # Add SE block after the base model's output\nx = GlobalAveragePooling2D()(x)  # Global average pooling\nx = Dense(256, activation='relu')(x)  # Dense layer with 256 units\nx = Dropout(0.5)(x)  # Dropout for regularization\npredictions = Dense(4, activation='softmax')(x)  # 4 output classes for classification\n\n# Final model\nmodel02 = Model(inputs=base_model02.input, outputs=predictions)\n\n# Compile the model\nmodel02.compile(optimizer='adam', loss='categorical_crossentropy', metrics=['accuracy'])\n\n# Show model summary\nmodel02.summary()","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-11-10T16:50:32.205218Z","iopub.execute_input":"2024-11-10T16:50:32.205614Z","iopub.status.idle":"2024-11-10T16:50:32.789358Z","shell.execute_reply.started":"2024-11-10T16:50:32.205570Z","shell.execute_reply":"2024-11-10T16:50:32.788491Z"}},"outputs":[],"execution_count":null},{"cell_type":"code","source":"# Callbacks\ncsv_logger = CSVLogger('/kaggle/working/VGG16_model_with_SE_original_images_training_results1.csv', append=True)\nmc = ModelCheckpoint(filepath='/kaggle/working/VGG16_trained_model_with_SE_original_images.keras',\n                     monitor='val_accuracy', save_best_only=True, verbose=1)\nes = EarlyStopping(monitor='val_accuracy', patience=3, verbose=1, min_delta=0.01)\n\ncallbacks = [csv_logger, mc]","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-11-10T16:50:42.780953Z","iopub.execute_input":"2024-11-10T16:50:42.781574Z","iopub.status.idle":"2024-11-10T16:50:42.787149Z","shell.execute_reply.started":"2024-11-10T16:50:42.781532Z","shell.execute_reply":"2024-11-10T16:50:42.786112Z"}},"outputs":[],"execution_count":null},{"cell_type":"code","source":"history = model02.fit(\n    train_generator1,\n    validation_data=val_generator1,\n    epochs=10,\n    callbacks=callbacks\n)","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-11-10T16:50:56.489562Z","iopub.execute_input":"2024-11-10T16:50:56.490347Z","iopub.status.idle":"2024-11-10T16:57:26.300997Z","shell.execute_reply.started":"2024-11-10T16:50:56.490300Z","shell.execute_reply":"2024-11-10T16:57:26.300164Z"}},"outputs":[],"execution_count":null},{"cell_type":"code","source":"# Evaluate on test data\nsaved_model_path = '/kaggle/working/VGG16_trained_model_with_SE_original_images.keras'\nmodel = tf.keras.models.load_model(saved_model_path)\n\ntest_loss, test_accuracy = model.evaluate(nidch_generator1)\nprint(f\"Test Loss: {test_loss:.4f}, Test Accuracy: {test_accuracy:.4f}\")\n\n# Get predictions and classification report\nY_pred = model.predict(nidch_generator1)\ny_pred = np.argmax(Y_pred, axis=1)\n\nprint('Confusion Matrix')\nprint(confusion_matrix(nidch_generator1.classes, y_pred))\n\nprint('Classification Report')\ntarget_names = ['NORMAL', 'COVID', 'PNEUMONIA', 'TUBERCULOSIS']\nreport = classification_report(nidch_generator1.classes, y_pred, target_names=target_names, output_dict=True)\n\n# Save classification report\ndf_report = pd.DataFrame(report).transpose()\ndf_report.to_csv('/kaggle/working/VGG16_with_SE_original_image_test_classification_report.csv', index=True)\nprint(df_report)","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-02-12T16:30:00.333859Z","iopub.execute_input":"2025-02-12T16:30:00.334576Z","iopub.status.idle":"2025-02-12T16:30:01.239836Z","shell.execute_reply.started":"2025-02-12T16:30:00.334541Z","shell.execute_reply":"2025-02-12T16:30:01.238597Z"}},"outputs":[{"traceback":["\u001b[0;31m---------------------------------------------------------------------------\u001b[0m","\u001b[0;31mValueError\u001b[0m                                Traceback (most recent call last)","Cell \u001b[0;32mIn[44], line 3\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[38;5;66;03m# Evaluate on test data\u001b[39;00m\n\u001b[1;32m      2\u001b[0m saved_model_path \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124m/kaggle/working/VGG16_trained_model_with_SE_original_images.keras\u001b[39m\u001b[38;5;124m'\u001b[39m\n\u001b[0;32m----> 3\u001b[0m model \u001b[38;5;241m=\u001b[39m \u001b[43mtf\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mkeras\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mmodels\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mload_model\u001b[49m\u001b[43m(\u001b[49m\u001b[43msaved_model_path\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m      5\u001b[0m test_loss, test_accuracy \u001b[38;5;241m=\u001b[39m model\u001b[38;5;241m.\u001b[39mevaluate(nidch_generator1)\n\u001b[1;32m      6\u001b[0m \u001b[38;5;28mprint\u001b[39m(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mTest Loss: \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mtest_loss\u001b[38;5;132;01m:\u001b[39;00m\u001b[38;5;124m.4f\u001b[39m\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m, Test Accuracy: \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mtest_accuracy\u001b[38;5;132;01m:\u001b[39;00m\u001b[38;5;124m.4f\u001b[39m\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m)\n","File \u001b[0;32m/opt/conda/lib/python3.10/site-packages/keras/src/saving/saving_api.py:187\u001b[0m, in \u001b[0;36mload_model\u001b[0;34m(filepath, custom_objects, compile, safe_mode)\u001b[0m\n\u001b[1;32m    183\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m legacy_h5_format\u001b[38;5;241m.\u001b[39mload_model_from_hdf5(\n\u001b[1;32m    184\u001b[0m         filepath, custom_objects\u001b[38;5;241m=\u001b[39mcustom_objects, \u001b[38;5;28mcompile\u001b[39m\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mcompile\u001b[39m\n\u001b[1;32m    185\u001b[0m     )\n\u001b[1;32m    186\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m \u001b[38;5;28mstr\u001b[39m(filepath)\u001b[38;5;241m.\u001b[39mendswith(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m.keras\u001b[39m\u001b[38;5;124m\"\u001b[39m):\n\u001b[0;32m--> 187\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\n\u001b[1;32m    188\u001b[0m         \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mFile not found: filepath=\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mfilepath\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m. \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m    189\u001b[0m         \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mPlease ensure the file is an accessible `.keras` \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m    190\u001b[0m         \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mzip file.\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m    191\u001b[0m     )\n\u001b[1;32m    192\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m    193\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\n\u001b[1;32m    194\u001b[0m         \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mFile format not supported: filepath=\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mfilepath\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m. \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m    195\u001b[0m         \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mKeras 3 only supports V3 `.keras` files and \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m    204\u001b[0m         \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmight have a different name).\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m    205\u001b[0m     )\n","\u001b[0;31mValueError\u001b[0m: File not found: filepath=/kaggle/working/VGG16_trained_model_with_SE_original_images.keras. Please ensure the file is an accessible `.keras` zip file."],"ename":"ValueError","evalue":"File not found: filepath=/kaggle/working/VGG16_trained_model_with_SE_original_images.keras. Please ensure the file is an accessible `.keras` zip file.","output_type":"error"}],"execution_count":44},{"cell_type":"code","source":"# Callbacks\ncsv_logger = CSVLogger('/kaggle/working/VGG16_model_with_SE_segmented_images_training_results.csv', append=True)\nmc = ModelCheckpoint(filepath='/kaggle/working/VGG16_trained_model_with_SE_segmented_images.keras',\n                     monitor='val_accuracy', save_best_only=True, verbose=1)\nes = EarlyStopping(monitor='val_accuracy', patience=5, verbose=1, min_delta=0.01)\n\ncallbacks = [csv_logger, mc, es]","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-11-10T16:58:41.550822Z","iopub.execute_input":"2024-11-10T16:58:41.551716Z","iopub.status.idle":"2024-11-10T16:58:41.557161Z","shell.execute_reply.started":"2024-11-10T16:58:41.551674Z","shell.execute_reply":"2024-11-10T16:58:41.556083Z"}},"outputs":[],"execution_count":null},{"cell_type":"code","source":"# Train the model\nhistory = model02.fit(\n    train_generator2,\n    validation_data=val_generator2,\n    epochs=10,\n    callbacks=callbacks\n)","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-11-10T16:58:52.989358Z","iopub.execute_input":"2024-11-10T16:58:52.990114Z","iopub.status.idle":"2024-11-10T17:07:04.474140Z","shell.execute_reply.started":"2024-11-10T16:58:52.990071Z","shell.execute_reply":"2024-11-10T17:07:04.473283Z"}},"outputs":[],"execution_count":null},{"cell_type":"code","source":"# Evaluate on test data\nsaved_model_path = '/kaggle/working/VGG16_trained_model_with_SE_segmented_images.keras'\nmodel = tf.keras.models.load_model(saved_model_path)\n\ntest_loss, test_accuracy = model.evaluate(test_generator2)\nprint(f\"Test Loss: {test_loss:.4f}, Test Accuracy: {test_accuracy:.4f}\")\n\n# Get predictions and classification report\nY_pred = model.predict(test_generator2)\ny_pred = np.argmax(Y_pred, axis=1)\n\nprint('Confusion Matrix')\nprint(confusion_matrix(test_generator2.classes, y_pred))\n\nprint('Classification Report')\ntarget_names = ['NORMAL', 'COVID', 'PNEUMONIA', 'TUBERCULOSIS']\nreport = classification_report(test_generator2.classes, y_pred, target_names=target_names, output_dict=True)\n\n# Save classification report\ndf_report = pd.DataFrame(report).transpose()\ndf_report.to_csv('/kaggle/working/VGG16_with_SE_segmented_image_test_classification_report.csv', index=True)\nprint(df_report)","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-11-10T17:07:33.430119Z","iopub.execute_input":"2024-11-10T17:07:33.430511Z","iopub.status.idle":"2024-11-10T17:08:08.035088Z","shell.execute_reply.started":"2024-11-10T17:07:33.430473Z","shell.execute_reply":"2024-11-10T17:08:08.034087Z"}},"outputs":[],"execution_count":null},{"cell_type":"code","source":"import pandas as pd\nimport matplotlib.pyplot as plt\n\n# Paths to the CSV files (make sure to update these if needed)\ncsv1 = \"/kaggle/input/training-results/VGG16_model_original_images_training_results.csv\"\ncsv2 = \"/kaggle/input/training-results/VGG16_model_segmented_images_training_results.csv\"\ncsv3 = \"/kaggle/working/VGG16_model_with_SE_original_images_training_results1.csv\"\ncsv4 = \"/kaggle/working/VGG16_model_with_SE_segmented_images_training_results.csv\"\n\n# Load the CSV files into DataFrames\ndf_original_attention = pd.read_csv(csv3)\ndf_segmented_attention = pd.read_csv(csv4)\ndf_original = pd.read_csv(csv1)\ndf_segmented = pd.read_csv(csv2)\n\n# Set up a 2x2 subplot\nfig, axs = plt.subplots(2, 2, figsize=(12, 10))\n\n# Add a main title in the middle of the top of the figure\nfig.suptitle('VGG16 Analysis', fontsize=20, fontweight='bold', color='black')\n\n# Plot Accuracy\naxs[0, 0].plot(df_original_attention['epoch'], df_original_attention['accuracy'], label='Original+Attention', color='red', marker='o')\naxs[0, 0].plot(df_segmented_attention['epoch'], df_segmented_attention['accuracy'], label='Segmented+Attention', color='blue', marker='o')\naxs[0, 0].plot(df_original['epoch'], df_original['accuracy'], label='Original Only', color='orange', marker='o')\naxs[0, 0].plot(df_segmented['epoch'], df_segmented['accuracy'], label='Segmented Only', color='grey', marker='o')\naxs[0, 0].set_title('Accuracy Comparison')\naxs[0, 0].set_xlabel('Epoch')\naxs[0, 0].set_ylabel('Accuracy')\naxs[0, 0].legend()\naxs[0, 0].grid()\n\n# Plot Loss\naxs[0, 1].plot(df_original_attention['epoch'], df_original_attention['loss'], label='Original+Attention', color='red', marker='o')\naxs[0, 1].plot(df_segmented_attention['epoch'], df_segmented_attention['loss'], label='Segmented+Attention', color='blue', marker='o')\naxs[0, 1].plot(df_original['epoch'], df_original['loss'], label='Original Only', color='orange', marker='o')\naxs[0, 1].plot(df_segmented['epoch'], df_segmented['loss'], label='Segmented Only', color='grey', marker='o')\naxs[0, 1].set_title('Loss Comparison')\naxs[0, 1].set_xlabel('Epoch')\naxs[0, 1].set_ylabel('Loss')\naxs[0, 1].legend()\naxs[0, 1].grid()\n\n# Plot Validation Accuracy\naxs[1, 0].plot(df_original_attention['epoch'], df_original_attention['val_accuracy'], label='Original+Attention', color='red', marker='o')\naxs[1, 0].plot(df_segmented_attention['epoch'], df_segmented_attention['val_accuracy'], label='Segmented+Attention', color='blue', marker='o')\naxs[1, 0].plot(df_original['epoch'], df_original['val_accuracy'], label='Original Only', color='orange', marker='o')\naxs[1, 0].plot(df_segmented['epoch'], df_segmented['val_accuracy'], label='Segmented Only', color='grey', marker='o')\naxs[1, 0].set_title('Validation Accuracy Comparison')\naxs[1, 0].set_xlabel('Epoch')\naxs[1, 0].set_ylabel('Validation Accuracy')\naxs[1, 0].legend()\naxs[1, 0].grid()\n\n# Plot Validation Loss\naxs[1, 1].plot(df_original_attention['epoch'], df_original_attention['val_loss'], label='Original+Attention', color='red', marker='o')\naxs[1, 1].plot(df_segmented_attention['epoch'], df_segmented_attention['val_loss'], label='Segmented+Attention', color='blue', marker='o')\naxs[1, 1].plot(df_original['epoch'], df_original['val_loss'], label='Original Only', color='orange', marker='o')\naxs[1, 1].plot(df_segmented['epoch'], df_segmented['val_loss'], label='Segmented Only', color='grey', marker='o')\naxs[1, 1].set_title('Validation Loss Comparison')\naxs[1, 1].set_xlabel('Epoch')\naxs[1, 1].set_ylabel('Validation Loss')\naxs[1, 1].legend()\naxs[1, 1].grid()\n\n# Adjust layout to prevent overlap\nplt.tight_layout(rect=[0, 0, 1, 0.95])  # Leave space for the suptitle\n\n# Save the figure as a .png file\nplt.savefig('/kaggle/working/VGG16_Combined_Comparison.png')\n\n# Show the plots\nplt.show()","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-11-10T17:11:13.624555Z","iopub.execute_input":"2024-11-10T17:11:13.625391Z","iopub.status.idle":"2024-11-10T17:11:15.596001Z","shell.execute_reply.started":"2024-11-10T17:11:13.625350Z","shell.execute_reply":"2024-11-10T17:11:15.595083Z"}},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"# **ResNet-50 - Model3**","metadata":{}},{"cell_type":"code","source":"# Load the ResNet-50 model with pre-trained ImageNet weights\nbase_model3 = ResNet50(weights='/kaggle/input/resnet-50/tensorflow2/default/1/resnet50_weights_tf_dim_ordering_tf_kernels_notop.h5', include_top=False, input_shape=(224, 224, 3))\n\n# Freeze the base model's layers\nfor layer in base_model3.layers:\n    layer.trainable = False\n\n# Add new layers on top of the base model\nx = base_model3.output\nx = GlobalAveragePooling2D()(x)  # Global average pooling\nx = Dense(256, activation='relu')(x)  # Dense layer with 256 units\nx = Dropout(0.5)(x)  # Dropout to prevent overfitting\npredictions = Dense(4, activation='softmax')(x)  # 4 output classes for classification\n\n# Final model\nmodel3 = Model(inputs=base_model3.input, outputs=predictions)\n\n# Compile the model\nmodel3.compile(optimizer='adam', loss='categorical_crossentropy', metrics=['accuracy'])\n\n# Show model summary\nmodel3.summary()","metadata":{"execution":{"iopub.status.busy":"2025-02-10T09:19:23.544801Z","iopub.execute_input":"2025-02-10T09:19:23.545159Z","iopub.status.idle":"2025-02-10T09:19:26.119784Z","shell.execute_reply.started":"2025-02-10T09:19:23.545128Z","shell.execute_reply":"2025-02-10T09:19:26.118912Z"},"trusted":true},"outputs":[{"output_type":"display_data","data":{"text/plain":"\u001b[1mModel: \"functional_5\"\u001b[0m\n","text/html":"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\">Model: \"functional_5\"</span>\n</pre>\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"┏━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┓\n┃\u001b[1m \u001b[0m\u001b[1mLayer (type)       \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mOutput Shape     \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m   Param #\u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mConnected to     \u001b[0m\u001b[1m \u001b[0m┃\n┡━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━┩\n│ input_layer_2       │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m224\u001b[0m, \u001b[38;5;34m224\u001b[0m,  │          \u001b[38;5;34m0\u001b[0m │ -                 │\n│ (\u001b[38;5;33mInputLayer\u001b[0m)        │ \u001b[38;5;34m3\u001b[0m)                │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv1_pad           │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m230\u001b[0m, \u001b[38;5;34m230\u001b[0m,  │          \u001b[38;5;34m0\u001b[0m │ input_layer_2[\u001b[38;5;34m0\u001b[0m]… │\n│ (\u001b[38;5;33mZeroPadding2D\u001b[0m)     │ \u001b[38;5;34m3\u001b[0m)                │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv1_conv (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m,  │      \u001b[38;5;34m9,472\u001b[0m │ conv1_pad[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]   │\n│                     │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv1_bn            │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m,  │        \u001b[38;5;34m256\u001b[0m │ conv1_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]  │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv1_relu          │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m,  │          \u001b[38;5;34m0\u001b[0m │ conv1_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]    │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ pool1_pad           │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m114\u001b[0m, \u001b[38;5;34m114\u001b[0m,  │          \u001b[38;5;34m0\u001b[0m │ conv1_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]  │\n│ (\u001b[38;5;33mZeroPadding2D\u001b[0m)     │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ pool1_pool          │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ pool1_pad[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]   │\n│ (\u001b[38;5;33mMaxPooling2D\u001b[0m)      │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block1_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │      \u001b[38;5;34m4,160\u001b[0m │ pool1_pool[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]  │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block1_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │        \u001b[38;5;34m256\u001b[0m │ conv2_block1_1_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block1_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv2_block1_1_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block1_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │     \u001b[38;5;34m36,928\u001b[0m │ conv2_block1_1_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block1_2_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │        \u001b[38;5;34m256\u001b[0m │ conv2_block1_2_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block1_2_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv2_block1_2_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block1_0_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │     \u001b[38;5;34m16,640\u001b[0m │ pool1_pool[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]  │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block1_3_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │     \u001b[38;5;34m16,640\u001b[0m │ conv2_block1_2_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block1_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │      \u001b[38;5;34m1,024\u001b[0m │ conv2_block1_0_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block1_3_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │      \u001b[38;5;34m1,024\u001b[0m │ conv2_block1_3_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block1_add    │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv2_block1_0_b… │\n│ (\u001b[38;5;33mAdd\u001b[0m)               │ \u001b[38;5;34m256\u001b[0m)              │            │ conv2_block1_3_b… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block1_out    │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv2_block1_add… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block2_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │     \u001b[38;5;34m16,448\u001b[0m │ conv2_block1_out… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block2_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │        \u001b[38;5;34m256\u001b[0m │ conv2_block2_1_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block2_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv2_block2_1_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block2_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │     \u001b[38;5;34m36,928\u001b[0m │ conv2_block2_1_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block2_2_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │        \u001b[38;5;34m256\u001b[0m │ conv2_block2_2_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block2_2_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv2_block2_2_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block2_3_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │     \u001b[38;5;34m16,640\u001b[0m │ conv2_block2_2_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block2_3_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │      \u001b[38;5;34m1,024\u001b[0m │ conv2_block2_3_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block2_add    │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv2_block1_out… │\n│ (\u001b[38;5;33mAdd\u001b[0m)               │ \u001b[38;5;34m256\u001b[0m)              │            │ conv2_block2_3_b… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block2_out    │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv2_block2_add… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block3_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │     \u001b[38;5;34m16,448\u001b[0m │ conv2_block2_out… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block3_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │        \u001b[38;5;34m256\u001b[0m │ conv2_block3_1_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block3_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv2_block3_1_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block3_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │     \u001b[38;5;34m36,928\u001b[0m │ conv2_block3_1_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block3_2_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │        \u001b[38;5;34m256\u001b[0m │ conv2_block3_2_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block3_2_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv2_block3_2_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block3_3_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │     \u001b[38;5;34m16,640\u001b[0m │ conv2_block3_2_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block3_3_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │      \u001b[38;5;34m1,024\u001b[0m │ conv2_block3_3_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block3_add    │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv2_block2_out… │\n│ (\u001b[38;5;33mAdd\u001b[0m)               │ \u001b[38;5;34m256\u001b[0m)              │            │ conv2_block3_3_b… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block3_out    │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv2_block3_add… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block1_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │     \u001b[38;5;34m32,896\u001b[0m │ conv2_block3_out… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block1_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv3_block1_1_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block1_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block1_1_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block1_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │    \u001b[38;5;34m147,584\u001b[0m │ conv3_block1_1_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block1_2_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv3_block1_2_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block1_2_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block1_2_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block1_0_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │    \u001b[38;5;34m131,584\u001b[0m │ conv2_block3_out… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m512\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block1_3_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │     \u001b[38;5;34m66,048\u001b[0m │ conv3_block1_2_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m512\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block1_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │      \u001b[38;5;34m2,048\u001b[0m │ conv3_block1_0_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m512\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block1_3_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │      \u001b[38;5;34m2,048\u001b[0m │ conv3_block1_3_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m512\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block1_add    │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block1_0_b… │\n│ (\u001b[38;5;33mAdd\u001b[0m)               │ \u001b[38;5;34m512\u001b[0m)              │            │ conv3_block1_3_b… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block1_out    │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block1_add… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m512\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block2_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │     \u001b[38;5;34m65,664\u001b[0m │ conv3_block1_out… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block2_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv3_block2_1_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block2_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block2_1_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block2_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │    \u001b[38;5;34m147,584\u001b[0m │ conv3_block2_1_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block2_2_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv3_block2_2_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block2_2_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block2_2_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block2_3_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │     \u001b[38;5;34m66,048\u001b[0m │ conv3_block2_2_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m512\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block2_3_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │      \u001b[38;5;34m2,048\u001b[0m │ conv3_block2_3_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m512\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block2_add    │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block1_out… │\n│ (\u001b[38;5;33mAdd\u001b[0m)               │ \u001b[38;5;34m512\u001b[0m)              │            │ conv3_block2_3_b… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block2_out    │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block2_add… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m512\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block3_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │     \u001b[38;5;34m65,664\u001b[0m │ conv3_block2_out… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block3_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv3_block3_1_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block3_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block3_1_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block3_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │    \u001b[38;5;34m147,584\u001b[0m │ conv3_block3_1_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block3_2_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv3_block3_2_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block3_2_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block3_2_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block3_3_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │     \u001b[38;5;34m66,048\u001b[0m │ conv3_block3_2_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m512\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block3_3_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │      \u001b[38;5;34m2,048\u001b[0m │ conv3_block3_3_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m512\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block3_add    │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block2_out… │\n│ (\u001b[38;5;33mAdd\u001b[0m)               │ \u001b[38;5;34m512\u001b[0m)              │            │ conv3_block3_3_b… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block3_out    │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block3_add… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m512\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block4_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │     \u001b[38;5;34m65,664\u001b[0m │ conv3_block3_out… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block4_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv3_block4_1_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block4_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block4_1_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block4_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │    \u001b[38;5;34m147,584\u001b[0m │ conv3_block4_1_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block4_2_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv3_block4_2_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block4_2_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block4_2_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block4_3_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │     \u001b[38;5;34m66,048\u001b[0m │ conv3_block4_2_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m512\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block4_3_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │      \u001b[38;5;34m2,048\u001b[0m │ conv3_block4_3_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m512\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block4_add    │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block3_out… │\n│ (\u001b[38;5;33mAdd\u001b[0m)               │ \u001b[38;5;34m512\u001b[0m)              │            │ conv3_block4_3_b… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block4_out    │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block4_add… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m512\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block1_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │    \u001b[38;5;34m131,328\u001b[0m │ conv3_block4_out… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block1_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │      \u001b[38;5;34m1,024\u001b[0m │ conv4_block1_1_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block1_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block1_1_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block1_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │    \u001b[38;5;34m590,080\u001b[0m │ conv4_block1_1_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block1_2_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │      \u001b[38;5;34m1,024\u001b[0m │ conv4_block1_2_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block1_2_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block1_2_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block1_0_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │    \u001b[38;5;34m525,312\u001b[0m │ conv3_block4_out… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block1_3_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │    \u001b[38;5;34m263,168\u001b[0m │ conv4_block1_2_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block1_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │      \u001b[38;5;34m4,096\u001b[0m │ conv4_block1_0_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block1_3_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │      \u001b[38;5;34m4,096\u001b[0m │ conv4_block1_3_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block1_add    │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block1_0_b… │\n│ (\u001b[38;5;33mAdd\u001b[0m)               │ \u001b[38;5;34m1024\u001b[0m)             │            │ conv4_block1_3_b… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block1_out    │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block1_add… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block2_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │    \u001b[38;5;34m262,400\u001b[0m │ conv4_block1_out… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block2_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │      \u001b[38;5;34m1,024\u001b[0m │ conv4_block2_1_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block2_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block2_1_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block2_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │    \u001b[38;5;34m590,080\u001b[0m │ conv4_block2_1_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block2_2_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │      \u001b[38;5;34m1,024\u001b[0m │ conv4_block2_2_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block2_2_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block2_2_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block2_3_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │    \u001b[38;5;34m263,168\u001b[0m │ conv4_block2_2_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block2_3_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │      \u001b[38;5;34m4,096\u001b[0m │ conv4_block2_3_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block2_add    │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block1_out… │\n│ (\u001b[38;5;33mAdd\u001b[0m)               │ \u001b[38;5;34m1024\u001b[0m)             │            │ conv4_block2_3_b… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block2_out    │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block2_add… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block3_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │    \u001b[38;5;34m262,400\u001b[0m │ conv4_block2_out… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block3_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │      \u001b[38;5;34m1,024\u001b[0m │ conv4_block3_1_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block3_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block3_1_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block3_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │    \u001b[38;5;34m590,080\u001b[0m │ conv4_block3_1_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block3_2_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │      \u001b[38;5;34m1,024\u001b[0m │ conv4_block3_2_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block3_2_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block3_2_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block3_3_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │    \u001b[38;5;34m263,168\u001b[0m │ conv4_block3_2_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block3_3_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │      \u001b[38;5;34m4,096\u001b[0m │ conv4_block3_3_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block3_add    │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block2_out… │\n│ (\u001b[38;5;33mAdd\u001b[0m)               │ \u001b[38;5;34m1024\u001b[0m)             │            │ conv4_block3_3_b… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block3_out    │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block3_add… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block4_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │    \u001b[38;5;34m262,400\u001b[0m │ conv4_block3_out… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block4_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │      \u001b[38;5;34m1,024\u001b[0m │ conv4_block4_1_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block4_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block4_1_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block4_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │    \u001b[38;5;34m590,080\u001b[0m │ conv4_block4_1_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block4_2_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │      \u001b[38;5;34m1,024\u001b[0m │ conv4_block4_2_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block4_2_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block4_2_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block4_3_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │    \u001b[38;5;34m263,168\u001b[0m │ conv4_block4_2_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block4_3_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │      \u001b[38;5;34m4,096\u001b[0m │ conv4_block4_3_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block4_add    │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block3_out… │\n│ (\u001b[38;5;33mAdd\u001b[0m)               │ \u001b[38;5;34m1024\u001b[0m)             │            │ conv4_block4_3_b… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block4_out    │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block4_add… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block5_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │    \u001b[38;5;34m262,400\u001b[0m │ conv4_block4_out… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block5_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │      \u001b[38;5;34m1,024\u001b[0m │ conv4_block5_1_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block5_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block5_1_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block5_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │    \u001b[38;5;34m590,080\u001b[0m │ conv4_block5_1_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block5_2_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │      \u001b[38;5;34m1,024\u001b[0m │ conv4_block5_2_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block5_2_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block5_2_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block5_3_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │    \u001b[38;5;34m263,168\u001b[0m │ conv4_block5_2_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block5_3_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │      \u001b[38;5;34m4,096\u001b[0m │ conv4_block5_3_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block5_add    │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block4_out… │\n│ (\u001b[38;5;33mAdd\u001b[0m)               │ \u001b[38;5;34m1024\u001b[0m)             │            │ conv4_block5_3_b… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block5_out    │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block5_add… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block6_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │    \u001b[38;5;34m262,400\u001b[0m │ conv4_block5_out… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block6_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │      \u001b[38;5;34m1,024\u001b[0m │ conv4_block6_1_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block6_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block6_1_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block6_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │    \u001b[38;5;34m590,080\u001b[0m │ conv4_block6_1_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block6_2_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │      \u001b[38;5;34m1,024\u001b[0m │ conv4_block6_2_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block6_2_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block6_2_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block6_3_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │    \u001b[38;5;34m263,168\u001b[0m │ conv4_block6_2_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block6_3_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │      \u001b[38;5;34m4,096\u001b[0m │ conv4_block6_3_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block6_add    │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block5_out… │\n│ (\u001b[38;5;33mAdd\u001b[0m)               │ \u001b[38;5;34m1024\u001b[0m)             │            │ conv4_block6_3_b… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block6_out    │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block6_add… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block1_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m512\u001b[0m) │    \u001b[38;5;34m524,800\u001b[0m │ conv4_block6_out… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block1_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m512\u001b[0m) │      \u001b[38;5;34m2,048\u001b[0m │ conv5_block1_1_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block1_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m512\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block1_1_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block1_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m512\u001b[0m) │  \u001b[38;5;34m2,359,808\u001b[0m │ conv5_block1_1_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block1_2_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m512\u001b[0m) │      \u001b[38;5;34m2,048\u001b[0m │ conv5_block1_2_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block1_2_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m512\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block1_2_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block1_0_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m,      │  \u001b[38;5;34m2,099,200\u001b[0m │ conv4_block6_out… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m2048\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block1_3_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m,      │  \u001b[38;5;34m1,050,624\u001b[0m │ conv5_block1_2_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m2048\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block1_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m,      │      \u001b[38;5;34m8,192\u001b[0m │ conv5_block1_0_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m2048\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block1_3_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m,      │      \u001b[38;5;34m8,192\u001b[0m │ conv5_block1_3_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m2048\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block1_add    │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m,      │          \u001b[38;5;34m0\u001b[0m │ conv5_block1_0_b… │\n│ (\u001b[38;5;33mAdd\u001b[0m)               │ \u001b[38;5;34m2048\u001b[0m)             │            │ conv5_block1_3_b… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block1_out    │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m,      │          \u001b[38;5;34m0\u001b[0m │ conv5_block1_add… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m2048\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block2_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m512\u001b[0m) │  \u001b[38;5;34m1,049,088\u001b[0m │ conv5_block1_out… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block2_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m512\u001b[0m) │      \u001b[38;5;34m2,048\u001b[0m │ conv5_block2_1_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block2_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m512\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block2_1_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block2_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m512\u001b[0m) │  \u001b[38;5;34m2,359,808\u001b[0m │ conv5_block2_1_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block2_2_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m512\u001b[0m) │      \u001b[38;5;34m2,048\u001b[0m │ conv5_block2_2_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block2_2_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m512\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block2_2_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block2_3_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m,      │  \u001b[38;5;34m1,050,624\u001b[0m │ conv5_block2_2_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m2048\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block2_3_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m,      │      \u001b[38;5;34m8,192\u001b[0m │ conv5_block2_3_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m2048\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block2_add    │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m,      │          \u001b[38;5;34m0\u001b[0m │ conv5_block1_out… │\n│ (\u001b[38;5;33mAdd\u001b[0m)               │ \u001b[38;5;34m2048\u001b[0m)             │            │ conv5_block2_3_b… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block2_out    │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m,      │          \u001b[38;5;34m0\u001b[0m │ conv5_block2_add… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m2048\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block3_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m512\u001b[0m) │  \u001b[38;5;34m1,049,088\u001b[0m │ conv5_block2_out… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block3_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m512\u001b[0m) │      \u001b[38;5;34m2,048\u001b[0m │ conv5_block3_1_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block3_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m512\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block3_1_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block3_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m512\u001b[0m) │  \u001b[38;5;34m2,359,808\u001b[0m │ conv5_block3_1_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block3_2_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m512\u001b[0m) │      \u001b[38;5;34m2,048\u001b[0m │ conv5_block3_2_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block3_2_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m512\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block3_2_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block3_3_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m,      │  \u001b[38;5;34m1,050,624\u001b[0m │ conv5_block3_2_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m2048\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block3_3_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m,      │      \u001b[38;5;34m8,192\u001b[0m │ conv5_block3_3_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m2048\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block3_add    │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m,      │          \u001b[38;5;34m0\u001b[0m │ conv5_block2_out… │\n│ (\u001b[38;5;33mAdd\u001b[0m)               │ \u001b[38;5;34m2048\u001b[0m)             │            │ conv5_block3_3_b… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block3_out    │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m,      │          \u001b[38;5;34m0\u001b[0m │ conv5_block3_add… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m2048\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ global_average_poo… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m2048\u001b[0m)      │          \u001b[38;5;34m0\u001b[0m │ conv5_block3_out… │\n│ (\u001b[38;5;33mGlobalAveragePool…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ dense_4 (\u001b[38;5;33mDense\u001b[0m)     │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m256\u001b[0m)       │    \u001b[38;5;34m524,544\u001b[0m │ global_average_p… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ dropout_2 (\u001b[38;5;33mDropout\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m256\u001b[0m)       │          \u001b[38;5;34m0\u001b[0m │ dense_4[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]     │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ dense_5 (\u001b[38;5;33mDense\u001b[0m)     │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m4\u001b[0m)         │      \u001b[38;5;34m1,028\u001b[0m │ dropout_2[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]   │\n└─────────────────────┴───────────────────┴────────────┴───────────────────┘\n","text/html":"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">┏━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┓\n┃<span style=\"font-weight: bold\"> Layer (type)        </span>┃<span style=\"font-weight: bold\"> Output Shape      </span>┃<span style=\"font-weight: bold\">    Param # </span>┃<span style=\"font-weight: bold\"> Connected to      </span>┃\n┡━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━┩\n│ input_layer_2       │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">224</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">224</span>,  │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ -                 │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">InputLayer</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">3</span>)                │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv1_pad           │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">230</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">230</span>,  │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ input_layer_2[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">ZeroPadding2D</span>)     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">3</span>)                │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv1_conv (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">112</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">112</span>,  │      <span style=\"color: #00af00; text-decoration-color: #00af00\">9,472</span> │ conv1_pad[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]   │\n│                     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv1_bn            │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">112</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">112</span>,  │        <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span> │ conv1_conv[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]  │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv1_relu          │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">112</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">112</span>,  │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv1_bn[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]    │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ pool1_pad           │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">114</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">114</span>,  │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv1_relu[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]  │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">ZeroPadding2D</span>)     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ pool1_pool          │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ pool1_pad[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]   │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">MaxPooling2D</span>)      │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block1_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">4,160</span> │ pool1_pool[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]  │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block1_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span> │ conv2_block1_1_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block1_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv2_block1_1_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block1_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,928</span> │ conv2_block1_1_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block1_2_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span> │ conv2_block1_2_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block1_2_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv2_block1_2_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block1_0_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">16,640</span> │ pool1_pool[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]  │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block1_3_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">16,640</span> │ conv2_block1_2_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block1_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,024</span> │ conv2_block1_0_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block1_3_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,024</span> │ conv2_block1_3_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block1_add    │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv2_block1_0_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)               │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │ conv2_block1_3_b… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block1_out    │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv2_block1_add… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block2_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">16,448</span> │ conv2_block1_out… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block2_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span> │ conv2_block2_1_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block2_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv2_block2_1_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block2_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,928</span> │ conv2_block2_1_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block2_2_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span> │ conv2_block2_2_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block2_2_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv2_block2_2_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block2_3_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">16,640</span> │ conv2_block2_2_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block2_3_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,024</span> │ conv2_block2_3_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block2_add    │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv2_block1_out… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)               │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │ conv2_block2_3_b… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block2_out    │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv2_block2_add… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block3_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">16,448</span> │ conv2_block2_out… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block3_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span> │ conv2_block3_1_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block3_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv2_block3_1_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block3_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,928</span> │ conv2_block3_1_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block3_2_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span> │ conv2_block3_2_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block3_2_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv2_block3_2_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block3_3_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">16,640</span> │ conv2_block3_2_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block3_3_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,024</span> │ conv2_block3_3_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block3_add    │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv2_block2_out… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)               │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │ conv2_block3_3_b… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block3_out    │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv2_block3_add… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block1_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">32,896</span> │ conv2_block3_out… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block1_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv3_block1_1_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block1_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block1_1_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block1_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │    <span style=\"color: #00af00; text-decoration-color: #00af00\">147,584</span> │ conv3_block1_1_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block1_2_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv3_block1_2_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block1_2_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block1_2_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block1_0_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │    <span style=\"color: #00af00; text-decoration-color: #00af00\">131,584</span> │ conv2_block3_out… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block1_3_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">66,048</span> │ conv3_block1_2_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block1_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,048</span> │ conv3_block1_0_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block1_3_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,048</span> │ conv3_block1_3_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block1_add    │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block1_0_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)               │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │ conv3_block1_3_b… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block1_out    │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block1_add… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block2_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">65,664</span> │ conv3_block1_out… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block2_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv3_block2_1_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block2_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block2_1_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block2_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │    <span style=\"color: #00af00; text-decoration-color: #00af00\">147,584</span> │ conv3_block2_1_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block2_2_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv3_block2_2_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block2_2_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block2_2_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block2_3_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">66,048</span> │ conv3_block2_2_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block2_3_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,048</span> │ conv3_block2_3_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block2_add    │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block1_out… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)               │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │ conv3_block2_3_b… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block2_out    │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block2_add… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block3_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">65,664</span> │ conv3_block2_out… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block3_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv3_block3_1_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block3_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block3_1_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block3_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │    <span style=\"color: #00af00; text-decoration-color: #00af00\">147,584</span> │ conv3_block3_1_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block3_2_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv3_block3_2_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block3_2_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block3_2_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block3_3_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">66,048</span> │ conv3_block3_2_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block3_3_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,048</span> │ conv3_block3_3_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block3_add    │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block2_out… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)               │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │ conv3_block3_3_b… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block3_out    │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block3_add… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block4_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">65,664</span> │ conv3_block3_out… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block4_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv3_block4_1_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block4_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block4_1_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block4_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │    <span style=\"color: #00af00; text-decoration-color: #00af00\">147,584</span> │ conv3_block4_1_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block4_2_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv3_block4_2_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block4_2_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block4_2_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block4_3_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">66,048</span> │ conv3_block4_2_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block4_3_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,048</span> │ conv3_block4_3_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block4_add    │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block3_out… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)               │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │ conv3_block4_3_b… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block4_out    │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block4_add… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block1_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │    <span style=\"color: #00af00; text-decoration-color: #00af00\">131,328</span> │ conv3_block4_out… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block1_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,024</span> │ conv4_block1_1_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block1_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block1_1_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block1_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │    <span style=\"color: #00af00; text-decoration-color: #00af00\">590,080</span> │ conv4_block1_1_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block1_2_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,024</span> │ conv4_block1_2_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block1_2_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block1_2_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block1_0_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │    <span style=\"color: #00af00; text-decoration-color: #00af00\">525,312</span> │ conv3_block4_out… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block1_3_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │    <span style=\"color: #00af00; text-decoration-color: #00af00\">263,168</span> │ conv4_block1_2_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block1_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">4,096</span> │ conv4_block1_0_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block1_3_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">4,096</span> │ conv4_block1_3_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block1_add    │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block1_0_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)               │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │ conv4_block1_3_b… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block1_out    │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block1_add… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block2_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │    <span style=\"color: #00af00; text-decoration-color: #00af00\">262,400</span> │ conv4_block1_out… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block2_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,024</span> │ conv4_block2_1_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block2_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block2_1_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block2_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │    <span style=\"color: #00af00; text-decoration-color: #00af00\">590,080</span> │ conv4_block2_1_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block2_2_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,024</span> │ conv4_block2_2_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block2_2_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block2_2_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block2_3_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │    <span style=\"color: #00af00; text-decoration-color: #00af00\">263,168</span> │ conv4_block2_2_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block2_3_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">4,096</span> │ conv4_block2_3_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block2_add    │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block1_out… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)               │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │ conv4_block2_3_b… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block2_out    │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block2_add… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block3_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │    <span style=\"color: #00af00; text-decoration-color: #00af00\">262,400</span> │ conv4_block2_out… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block3_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,024</span> │ conv4_block3_1_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block3_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block3_1_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block3_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │    <span style=\"color: #00af00; text-decoration-color: #00af00\">590,080</span> │ conv4_block3_1_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block3_2_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,024</span> │ conv4_block3_2_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block3_2_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block3_2_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block3_3_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │    <span style=\"color: #00af00; text-decoration-color: #00af00\">263,168</span> │ conv4_block3_2_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block3_3_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">4,096</span> │ conv4_block3_3_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block3_add    │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block2_out… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)               │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │ conv4_block3_3_b… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block3_out    │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block3_add… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block4_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │    <span style=\"color: #00af00; text-decoration-color: #00af00\">262,400</span> │ conv4_block3_out… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block4_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,024</span> │ conv4_block4_1_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block4_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block4_1_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block4_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │    <span style=\"color: #00af00; text-decoration-color: #00af00\">590,080</span> │ conv4_block4_1_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block4_2_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,024</span> │ conv4_block4_2_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block4_2_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block4_2_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block4_3_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │    <span style=\"color: #00af00; text-decoration-color: #00af00\">263,168</span> │ conv4_block4_2_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block4_3_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">4,096</span> │ conv4_block4_3_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block4_add    │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block3_out… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)               │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │ conv4_block4_3_b… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block4_out    │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block4_add… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block5_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │    <span style=\"color: #00af00; text-decoration-color: #00af00\">262,400</span> │ conv4_block4_out… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block5_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,024</span> │ conv4_block5_1_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block5_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block5_1_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block5_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │    <span style=\"color: #00af00; text-decoration-color: #00af00\">590,080</span> │ conv4_block5_1_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block5_2_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,024</span> │ conv4_block5_2_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block5_2_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block5_2_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block5_3_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │    <span style=\"color: #00af00; text-decoration-color: #00af00\">263,168</span> │ conv4_block5_2_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block5_3_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">4,096</span> │ conv4_block5_3_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block5_add    │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block4_out… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)               │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │ conv4_block5_3_b… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block5_out    │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block5_add… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block6_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │    <span style=\"color: #00af00; text-decoration-color: #00af00\">262,400</span> │ conv4_block5_out… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block6_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,024</span> │ conv4_block6_1_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block6_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block6_1_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block6_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │    <span style=\"color: #00af00; text-decoration-color: #00af00\">590,080</span> │ conv4_block6_1_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block6_2_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,024</span> │ conv4_block6_2_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block6_2_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block6_2_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block6_3_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │    <span style=\"color: #00af00; text-decoration-color: #00af00\">263,168</span> │ conv4_block6_2_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block6_3_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">4,096</span> │ conv4_block6_3_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block6_add    │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block5_out… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)               │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │ conv4_block6_3_b… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block6_out    │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block6_add… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block1_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>) │    <span style=\"color: #00af00; text-decoration-color: #00af00\">524,800</span> │ conv4_block6_out… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block1_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>) │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,048</span> │ conv5_block1_1_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block1_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block1_1_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block1_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>) │  <span style=\"color: #00af00; text-decoration-color: #00af00\">2,359,808</span> │ conv5_block1_1_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block1_2_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>) │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,048</span> │ conv5_block1_2_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block1_2_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block1_2_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block1_0_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>,      │  <span style=\"color: #00af00; text-decoration-color: #00af00\">2,099,200</span> │ conv4_block6_out… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">2048</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block1_3_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>,      │  <span style=\"color: #00af00; text-decoration-color: #00af00\">1,050,624</span> │ conv5_block1_2_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">2048</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block1_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>,      │      <span style=\"color: #00af00; text-decoration-color: #00af00\">8,192</span> │ conv5_block1_0_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">2048</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block1_3_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>,      │      <span style=\"color: #00af00; text-decoration-color: #00af00\">8,192</span> │ conv5_block1_3_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">2048</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block1_add    │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>,      │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block1_0_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)               │ <span style=\"color: #00af00; text-decoration-color: #00af00\">2048</span>)             │            │ conv5_block1_3_b… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block1_out    │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>,      │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block1_add… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">2048</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block2_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>) │  <span style=\"color: #00af00; text-decoration-color: #00af00\">1,049,088</span> │ conv5_block1_out… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block2_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>) │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,048</span> │ conv5_block2_1_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block2_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block2_1_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block2_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>) │  <span style=\"color: #00af00; text-decoration-color: #00af00\">2,359,808</span> │ conv5_block2_1_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block2_2_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>) │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,048</span> │ conv5_block2_2_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block2_2_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block2_2_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block2_3_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>,      │  <span style=\"color: #00af00; text-decoration-color: #00af00\">1,050,624</span> │ conv5_block2_2_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">2048</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block2_3_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>,      │      <span style=\"color: #00af00; text-decoration-color: #00af00\">8,192</span> │ conv5_block2_3_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">2048</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block2_add    │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>,      │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block1_out… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)               │ <span style=\"color: #00af00; text-decoration-color: #00af00\">2048</span>)             │            │ conv5_block2_3_b… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block2_out    │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>,      │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block2_add… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">2048</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block3_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>) │  <span style=\"color: #00af00; text-decoration-color: #00af00\">1,049,088</span> │ conv5_block2_out… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block3_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>) │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,048</span> │ conv5_block3_1_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block3_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block3_1_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block3_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>) │  <span style=\"color: #00af00; text-decoration-color: #00af00\">2,359,808</span> │ conv5_block3_1_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block3_2_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>) │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,048</span> │ conv5_block3_2_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block3_2_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block3_2_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block3_3_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>,      │  <span style=\"color: #00af00; text-decoration-color: #00af00\">1,050,624</span> │ conv5_block3_2_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">2048</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block3_3_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>,      │      <span style=\"color: #00af00; text-decoration-color: #00af00\">8,192</span> │ conv5_block3_3_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">2048</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block3_add    │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>,      │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block2_out… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)               │ <span style=\"color: #00af00; text-decoration-color: #00af00\">2048</span>)             │            │ conv5_block3_3_b… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block3_out    │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>,      │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block3_add… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">2048</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ global_average_poo… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">2048</span>)      │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block3_out… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">GlobalAveragePool…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ dense_4 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dense</span>)     │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)       │    <span style=\"color: #00af00; text-decoration-color: #00af00\">524,544</span> │ global_average_p… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ dropout_2 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dropout</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)       │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ dense_4[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]     │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ dense_5 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dense</span>)     │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">4</span>)         │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,028</span> │ dropout_2[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]   │\n└─────────────────────┴───────────────────┴────────────┴───────────────────┘\n</pre>\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"\u001b[1m Total params: \u001b[0m\u001b[38;5;34m24,113,284\u001b[0m (91.98 MB)\n","text/html":"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Total params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">24,113,284</span> (91.98 MB)\n</pre>\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m525,572\u001b[0m (2.00 MB)\n","text/html":"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Trainable params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">525,572</span> (2.00 MB)\n</pre>\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m23,587,712\u001b[0m (89.98 MB)\n","text/html":"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Non-trainable params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">23,587,712</span> (89.98 MB)\n</pre>\n"},"metadata":{}}],"execution_count":5},{"cell_type":"code","source":"print(len(model3.layers))","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-02-10T09:28:10.110984Z","iopub.execute_input":"2025-02-10T09:28:10.111856Z","iopub.status.idle":"2025-02-10T09:28:10.116460Z","shell.execute_reply.started":"2025-02-10T09:28:10.111819Z","shell.execute_reply":"2025-02-10T09:28:10.115622Z"}},"outputs":[{"name":"stdout","text":"179\n","output_type":"stream"}],"execution_count":9},{"cell_type":"code","source":"# Check the shape of the images in the training generator\nbatch_train_images, _ = next(train_generator2)\nprint(f\"Train Generator - Image batch shape: {batch_train_images.shape}\")\n\n# Check the shape of the images in the validation generator\nbatch_val_images, _ = next(val_generator2)\nprint(f\"Validation Generator - Image batch shape: {batch_val_images.shape}\")\n\n# Check the shape of the images in the test generator\nbatch_test_images, _ = next(test_generator2)\nprint(f\"Test Generator - Image batch shape: {batch_test_images.shape}\")","metadata":{"execution":{"iopub.status.busy":"2024-10-13T09:50:02.559879Z","iopub.execute_input":"2024-10-13T09:50:02.560984Z","iopub.status.idle":"2024-10-13T09:50:02.827429Z","shell.execute_reply.started":"2024-10-13T09:50:02.560912Z","shell.execute_reply":"2024-10-13T09:50:02.826450Z"},"trusted":true},"outputs":[],"execution_count":null},{"cell_type":"code","source":"# Callbacks for early stopping, model checkpoint, and CSV logger\ncsv_logger = CSVLogger('/kaggle/working/RESNET-50_model_original_images_training_results.csv', append=True)\nmc = ModelCheckpoint(filepath='/kaggle/working/RESNET-50_trained_model_original_images.keras',\n                     monitor='val_accuracy', save_best_only=True, verbose=1)\nes = EarlyStopping(monitor='val_accuracy', patience=3, verbose=1, min_delta=0.01)\n\n# Combine callbacks\ncallbacks = [csv_logger, mc]","metadata":{"execution":{"iopub.status.busy":"2024-10-13T09:40:55.810461Z","iopub.execute_input":"2024-10-13T09:40:55.810824Z","iopub.status.idle":"2024-10-13T09:40:55.816573Z","shell.execute_reply.started":"2024-10-13T09:40:55.810791Z","shell.execute_reply":"2024-10-13T09:40:55.815563Z"},"trusted":true},"outputs":[],"execution_count":null},{"cell_type":"code","source":"# Set number of epochs\nepochs = 10\n\n# Train the model and save train/val metrics to CSV\nhistory = model3.fit(\n    train_generator1,\n    validation_data=val_generator1,\n    epochs=epochs,\n    callbacks=callbacks\n)","metadata":{"execution":{"iopub.status.busy":"2024-10-13T09:41:26.751217Z","iopub.execute_input":"2024-10-13T09:41:26.751999Z","iopub.status.idle":"2024-10-13T09:48:14.061858Z","shell.execute_reply.started":"2024-10-13T09:41:26.751958Z","shell.execute_reply":"2024-10-13T09:48:14.060990Z"},"trusted":true},"outputs":[],"execution_count":null},{"cell_type":"code","source":"saved_model_path = '/kaggle/working/RESNET-50_trained_model_original_images.keras'\nmodel = load_model(saved_model_path)\n\n# Evaluate the model on the test data and get classification metrics\ntest_loss, test_accuracy = model.evaluate(test_generator1)\nprint(f\"Test Loss: {test_loss:.4f}, Test Accuracy: {test_accuracy:.4f}\")\n\n# Get true labels and predicted labels for the test set\nY_pred = model.predict(test_generator1)\ny_pred = np.argmax(Y_pred, axis=1)\n\n# Confusion matrix and classification report\nprint('Confusion Matrix')\nprint(confusion_matrix(test_generator1.classes, y_pred))\n\nprint('Classification Report')\ntarget_names = ['NORMAL', 'COVID', 'PNEUMONIA', 'TUBERCULOSIS']\nreport = classification_report(test_generator1.classes, y_pred, target_names=target_names, output_dict=True)\n\n# Convert classification report to dataframe and print metrics\ndf_report = pd.DataFrame(report).transpose()\nprint(df_report)\n\n# Save classification report as CSV\ndf_report.to_csv('/kaggle/working/RESNET-50_original_image_test_classification_report.csv', index=True)","metadata":{"execution":{"iopub.status.busy":"2024-10-13T09:50:07.700856Z","iopub.execute_input":"2024-10-13T09:50:07.701615Z","iopub.status.idle":"2024-10-13T09:50:43.006160Z","shell.execute_reply.started":"2024-10-13T09:50:07.701571Z","shell.execute_reply":"2024-10-13T09:50:43.005196Z"},"trusted":true},"outputs":[],"execution_count":null},{"cell_type":"code","source":"# Callbacks for early stopping, model checkpoint, and CSV logger\ncsv_logger = CSVLogger('/kaggle/working/RESNET-50_model_segmented_images_training_results.csv', append=True)\nmc = ModelCheckpoint(filepath='/kaggle/working/RESNET-50_trained_model_segmented_images.keras',\n                     monitor='val_accuracy', save_best_only=True, verbose=1)\nes = EarlyStopping(monitor='val_accuracy', patience=3, verbose=1, min_delta=0.01)\n\n# Combine callbacks\ncallbacks = [csv_logger, mc]","metadata":{"execution":{"iopub.status.busy":"2024-10-13T09:55:43.781527Z","iopub.execute_input":"2024-10-13T09:55:43.782319Z","iopub.status.idle":"2024-10-13T09:55:43.787815Z","shell.execute_reply.started":"2024-10-13T09:55:43.782279Z","shell.execute_reply":"2024-10-13T09:55:43.786777Z"},"trusted":true},"outputs":[],"execution_count":null},{"cell_type":"code","source":"# Set number of epochs\nepochs = 10\n\n# Train the model and save train/val metrics to CSV\nhistory = model3.fit(\n    train_generator2,\n    validation_data=val_generator2,\n    epochs=epochs,\n    callbacks=callbacks\n)","metadata":{"execution":{"iopub.status.busy":"2024-10-13T09:55:47.045908Z","iopub.execute_input":"2024-10-13T09:55:47.046316Z","iopub.status.idle":"2024-10-13T10:02:18.038873Z","shell.execute_reply.started":"2024-10-13T09:55:47.046279Z","shell.execute_reply":"2024-10-13T10:02:18.038078Z"},"trusted":true},"outputs":[],"execution_count":null},{"cell_type":"code","source":"saved_model_path = '/kaggle/working/RESNET-50_trained_model_segmented_images.keras'\nmodel = load_model(saved_model_path)\n\n# Evaluate the model on the test data and get classification metrics\ntest_loss, test_accuracy = model.evaluate(test_generator2)\nprint(f\"Test Loss: {test_loss:.4f}, Test Accuracy: {test_accuracy:.4f}\")\n\n# Get true labels and predicted labels for the test set\nY_pred = model.predict(test_generator2)\ny_pred = np.argmax(Y_pred, axis=1)\n\n# Confusion matrix and classification report\nprint('Confusion Matrix')\nprint(confusion_matrix(test_generator2.classes, y_pred))\n\nprint('Classification Report')\ntarget_names = ['NORMAL', 'COVID', 'PNEUMONIA', 'TUBERCULOSIS']\nreport = classification_report(test_generator2.classes, y_pred, target_names=target_names, output_dict=True)\n\n# Convert classification report to dataframe and print metrics\ndf_report = pd.DataFrame(report).transpose()\nprint(df_report)\n\n# Save classification report as CSV\ndf_report.to_csv('/kaggle/working/RESNET-50_segmented_image_test_classification_report.csv', index=True)","metadata":{"execution":{"iopub.status.busy":"2024-10-13T10:03:17.657148Z","iopub.execute_input":"2024-10-13T10:03:17.657536Z","iopub.status.idle":"2024-10-13T10:03:49.422314Z","shell.execute_reply.started":"2024-10-13T10:03:17.657502Z","shell.execute_reply":"2024-10-13T10:03:49.421340Z"},"trusted":true},"outputs":[],"execution_count":null},{"cell_type":"code","source":"import pandas as pd\nimport matplotlib.pyplot as plt\n\n# Paths to the CSV files (make sure to update these if needed)\ncsv1 = \"/kaggle/working/RESNET-50_model_original_images_training_results.csv\"\ncsv2 = \"/kaggle/working/RESNET-50_model_segmented_images_training_results.csv\"\n\n# Load the CSV files into DataFrames\ndf_original = pd.read_csv(csv1)\ndf_segmented = pd.read_csv(csv2)\n\n# Set up a 2x2 subplot\nfig, axs = plt.subplots(2, 2, figsize=(12, 10))\n\n# Add a main title in the middle of the top of the figure\nfig.suptitle('ResNet-50', fontsize=20, fontweight='bold', color='black')\n\n# Plot Accuracy\naxs[0, 0].plot(df_original['epoch'], df_original['accuracy'], label='Original Dataset', color='blue', marker='o')\naxs[0, 0].plot(df_segmented['epoch'], df_segmented['accuracy'], label='Segmented Dataset', color='red', marker='o')\naxs[0, 0].set_title('Accuracy Comparison')\naxs[0, 0].set_xlabel('Epoch')\naxs[0, 0].set_ylabel('Accuracy')\naxs[0, 0].legend()\naxs[0, 0].grid()\n\n# Plot Loss\naxs[0, 1].plot(df_original['epoch'], df_original['loss'], label='Original Dataset', color='blue', marker='o')\naxs[0, 1].plot(df_segmented['epoch'], df_segmented['loss'], label='Segmented Dataset', color='red', marker='o')\naxs[0, 1].set_title('Loss Comparison')\naxs[0, 1].set_xlabel('Epoch')\naxs[0, 1].set_ylabel('Loss')\naxs[0, 1].legend()\naxs[0, 1].grid()\n\n# Plot Validation Accuracy\naxs[1, 0].plot(df_original['epoch'], df_original['val_accuracy'], label='Original Dataset', color='blue', marker='o')\naxs[1, 0].plot(df_segmented['epoch'], df_segmented['val_accuracy'], label='Segmented Dataset', color='red', marker='o')\naxs[1, 0].set_title('Validation Accuracy Comparison')\naxs[1, 0].set_xlabel('Epoch')\naxs[1, 0].set_ylabel('Validation Accuracy')\naxs[1, 0].legend()\naxs[1, 0].grid()\n\n# Plot Validation Loss\naxs[1, 1].plot(df_original['epoch'], df_original['val_loss'], label='Original Dataset', color='blue', marker='o')\naxs[1, 1].plot(df_segmented['epoch'], df_segmented['val_loss'], label='Segmented Dataset', color='red', marker='o')\naxs[1, 1].set_title('Validation Loss Comparison')\naxs[1, 1].set_xlabel('Epoch')\naxs[1, 1].set_ylabel('Validation Loss')\naxs[1, 1].legend()\naxs[1, 1].grid()\n\n# Adjust layout to prevent overlap\nplt.tight_layout(rect=[0, 0, 1, 0.95])  # Leave space for the suptitle\n\n# Save the figure as a .png file\nplt.savefig('/kaggle/working/ResNet-50-Comparison.png')\n\n# Show the plots\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2024-10-13T10:04:11.776549Z","iopub.execute_input":"2024-10-13T10:04:11.776947Z","iopub.status.idle":"2024-10-13T10:04:13.596372Z","shell.execute_reply.started":"2024-10-13T10:04:11.776896Z","shell.execute_reply":"2024-10-13T10:04:13.595412Z"},"trusted":true},"outputs":[],"execution_count":null},{"cell_type":"code","source":"# SE Block function\ndef se_block(input_tensor, reduction_ratio=16):\n    \"\"\"\n    Squeeze-and-Excitation Block\n    Args:\n        input_tensor (tf.Tensor): input feature map tensor.\n        reduction_ratio (int): reduction ratio for bottleneck layers.\n    Returns:\n        tf.Tensor: feature map tensor with channel-wise attention.\n    \"\"\"\n    filters = input_tensor.shape[-1]  # Number of input channels\n    se_shape = (1, 1, filters)\n    \n    # Squeeze operation: global average pooling\n    se = GlobalAveragePooling2D()(input_tensor)\n    se = Reshape(se_shape)(se)\n    \n    # Excitation operation: two dense layers\n    se = Dense(filters // reduction_ratio, activation='relu')(se)\n    se = Dense(filters, activation='sigmoid')(se)\n    \n    # Scale operation: scale the input by the SE weights\n    x = Multiply()([input_tensor, se])\n    return x\n\n# Load the ResNet-50 base model\nbase_model03 = ResNet50(\n    weights='/kaggle/input/resnet-50/tensorflow2/default/1/resnet50_weights_tf_dim_ordering_tf_kernels_notop.h5', \n    include_top=False, \n    input_shape=(224, 224, 3)\n)\n\n# Freeze the base model's layers\nfor layer in base_model03.layers:\n    layer.trainable = False\n\n# Add SE block and classification layers on top of the base model\nx = base_model03.output\nx = se_block(x)  # Add SE block after the base model's output\nx = GlobalAveragePooling2D()(x)  # Global average pooling\nx = Dense(256, activation='relu')(x)  # Dense layer with 256 units\nx = Dropout(0.5)(x)  # Dropout for regularization\npredictions = Dense(4, activation='softmax')(x)  # 4 output classes for classification\n\n# Final model\nmodel03 = Model(inputs=base_model03.input, outputs=predictions)\n\n# Compile the model\nmodel03.compile(optimizer='adam', loss='categorical_crossentropy', metrics=['accuracy'])\n\n# Show model summary\nmodel03.summary()","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-11-10T17:15:31.289437Z","iopub.execute_input":"2024-11-10T17:15:31.289866Z","iopub.status.idle":"2024-11-10T17:15:33.956135Z","shell.execute_reply.started":"2024-11-10T17:15:31.289825Z","shell.execute_reply":"2024-11-10T17:15:33.954532Z"}},"outputs":[],"execution_count":null},{"cell_type":"code","source":"# Callbacks\ncsv_logger = CSVLogger('/kaggle/working/RESNET-50_model_with_SE_original_images_training_results.csv', append=True)\nmc = ModelCheckpoint(filepath='/kaggle/working/RESNET-50_trained_model_with_SE_original_images.keras',\n                     monitor='val_accuracy', save_best_only=True, verbose=1)\nes = EarlyStopping(monitor='val_accuracy', patience=5, verbose=1, min_delta=0.01)\n\ncallbacks = [csv_logger, mc, es]","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-11-10T17:16:33.183738Z","iopub.execute_input":"2024-11-10T17:16:33.184121Z","iopub.status.idle":"2024-11-10T17:16:33.189869Z","shell.execute_reply.started":"2024-11-10T17:16:33.184083Z","shell.execute_reply":"2024-11-10T17:16:33.188949Z"}},"outputs":[],"execution_count":null},{"cell_type":"code","source":"# Train the model\nhistory = model03.fit(\n    train_generator1,\n    validation_data=val_generator1,\n    epochs=10,\n    callbacks=callbacks\n)","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-11-10T17:17:03.843954Z","iopub.execute_input":"2024-11-10T17:17:03.844304Z","iopub.status.idle":"2024-11-10T17:24:21.910928Z","shell.execute_reply.started":"2024-11-10T17:17:03.844273Z","shell.execute_reply":"2024-11-10T17:24:21.910143Z"}},"outputs":[],"execution_count":null},{"cell_type":"code","source":"# Evaluate on test data\nsaved_model_path = '/kaggle/working/RESNET-50_trained_model_with_SE_original_images.keras'\nmodel = tf.keras.models.load_model(saved_model_path)\n\ntest_loss, test_accuracy = model.evaluate(test_generator1)\nprint(f\"Test Loss: {test_loss:.4f}, Test Accuracy: {test_accuracy:.4f}\")\n\n# Get predictions and classification report\nY_pred = model.predict(test_generator1)\ny_pred = np.argmax(Y_pred, axis=1)\n\nprint('Confusion Matrix')\nprint(confusion_matrix(test_generator1.classes, y_pred))\n\nprint('Classification Report')\ntarget_names = ['NORMAL', 'COVID', 'PNEUMONIA', 'TUBERCULOSIS']\nreport = classification_report(test_generator1.classes, y_pred, target_names=target_names, output_dict=True)\n\n# Save classification report\ndf_report = pd.DataFrame(report).transpose()\ndf_report.to_csv('/kaggle/working/RESNET-50_with_SE_original_image_test_classification_report.csv', index=True)\nprint(df_report)","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-11-10T17:24:36.052882Z","iopub.execute_input":"2024-11-10T17:24:36.053274Z","iopub.status.idle":"2024-11-10T17:25:09.775538Z","shell.execute_reply.started":"2024-11-10T17:24:36.053238Z","shell.execute_reply":"2024-11-10T17:25:09.774325Z"}},"outputs":[],"execution_count":null},{"cell_type":"code","source":"# Callbacks\ncsv_logger = CSVLogger('/kaggle/working/RESNET-50_model_with_SE_segmented_images_training_results.csv', append=True)\nmc = ModelCheckpoint(filepath='/kaggle/working/RESNET-50_trained_model_with_SE_segmented_images.keras',\n                     monitor='val_accuracy', save_best_only=True, verbose=1)\nes = EarlyStopping(monitor='val_accuracy', patience=5, verbose=1, min_delta=0.01)\n\ncallbacks = [csv_logger, mc, es]","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-11-10T17:25:29.654495Z","iopub.execute_input":"2024-11-10T17:25:29.655361Z","iopub.status.idle":"2024-11-10T17:25:29.660562Z","shell.execute_reply.started":"2024-11-10T17:25:29.655319Z","shell.execute_reply":"2024-11-10T17:25:29.659592Z"}},"outputs":[],"execution_count":null},{"cell_type":"code","source":"# Train the model\nhistory = model03.fit(\n    train_generator2,\n    validation_data=val_generator2,\n    epochs=10,\n    callbacks=callbacks\n)","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-11-10T17:25:41.791666Z","iopub.execute_input":"2024-11-10T17:25:41.792111Z","iopub.status.idle":"2024-11-10T17:31:57.500868Z","shell.execute_reply.started":"2024-11-10T17:25:41.792074Z","shell.execute_reply":"2024-11-10T17:31:57.500026Z"}},"outputs":[],"execution_count":null},{"cell_type":"code","source":"# Evaluate on test data\nsaved_model_path = '/kaggle/working/RESNET-50_trained_model_with_SE_segmented_images.keras'\nmodel = tf.keras.models.load_model(saved_model_path)\n\ntest_loss, test_accuracy = model.evaluate(test_generator2)\nprint(f\"Test Loss: {test_loss:.4f}, Test Accuracy: {test_accuracy:.4f}\")\n\n# Get predictions and classification report\nY_pred = model.predict(test_generator2)\ny_pred = np.argmax(Y_pred, axis=1)\n\nprint('Confusion Matrix')\nprint(confusion_matrix(test_generator2.classes, y_pred))\n\nprint('Classification Report')\ntarget_names = ['NORMAL', 'COVID', 'PNEUMONIA', 'TUBERCULOSIS']\nreport = classification_report(test_generator2.classes, y_pred, target_names=target_names, output_dict=True)\n\n# Save classification report\ndf_report = pd.DataFrame(report).transpose()\ndf_report.to_csv('/kaggle/working/RESNET-50_with_SE_segmented_image_test_classification_report.csv', index=True)\nprint(df_report)","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-11-10T17:32:28.335106Z","iopub.execute_input":"2024-11-10T17:32:28.335526Z","iopub.status.idle":"2024-11-10T17:33:00.900223Z","shell.execute_reply.started":"2024-11-10T17:32:28.335467Z","shell.execute_reply":"2024-11-10T17:33:00.899292Z"}},"outputs":[],"execution_count":null},{"cell_type":"code","source":"import pandas as pd\nimport matplotlib.pyplot as plt\n\n# Paths to the CSV files (make sure to update these if needed)\ncsv1 = \"/kaggle/input/training-results/RESNET-50_model_original_images_training_results.csv\"\ncsv2 = \"/kaggle/input/training-results/RESNET-50_model_segmented_images_training_results.csv\"\ncsv3 = \"/kaggle/working/RESNET-50_model_with_SE_original_images_training_results1.csv\"\ncsv4 = \"/kaggle/working/RESNET-50_model_with_SE_segmented_images_training_results1.csv\"\n\n# Load the CSV files into DataFrames\ndf_original_attention = pd.read_csv(csv3)\ndf_segmented_attention = pd.read_csv(csv4)\ndf_original = pd.read_csv(csv1)\ndf_segmented = pd.read_csv(csv2)\n\n# Set up a 2x2 subplot\nfig, axs = plt.subplots(2, 2, figsize=(12, 10))\n\n# Add a main title in the middle of the top of the figure\nfig.suptitle('RESNET-50 Analysis', fontsize=20, fontweight='bold', color='black')\n\n# Plot Accuracy\naxs[0, 0].plot(df_original_attention['epoch'], df_original_attention['accuracy'], label='Original+Attention', color='red', marker='o')\naxs[0, 0].plot(df_segmented_attention['epoch'], df_segmented_attention['accuracy'], label='Segmented+Attention', color='blue', marker='o')\naxs[0, 0].plot(df_original['epoch'], df_original['accuracy'], label='Original Only', color='orange', marker='o')\naxs[0, 0].plot(df_segmented['epoch'], df_segmented['accuracy'], label='Segmented Only', color='grey', marker='o')\naxs[0, 0].set_title('Accuracy Comparison')\naxs[0, 0].set_xlabel('Epoch')\naxs[0, 0].set_ylabel('Accuracy')\naxs[0, 0].legend()\naxs[0, 0].grid()\n\n# Plot Loss\naxs[0, 1].plot(df_original_attention['epoch'], df_original_attention['loss'], label='Original+Attention', color='red', marker='o')\naxs[0, 1].plot(df_segmented_attention['epoch'], df_segmented_attention['loss'], label='Segmented+Attention', color='blue', marker='o')\naxs[0, 1].plot(df_original['epoch'], df_original['loss'], label='Original Only', color='orange', marker='o')\naxs[0, 1].plot(df_segmented['epoch'], df_segmented['loss'], label='Segmented Only', color='grey', marker='o')\naxs[0, 1].set_title('Loss Comparison')\naxs[0, 1].set_xlabel('Epoch')\naxs[0, 1].set_ylabel('Loss')\naxs[0, 1].legend()\naxs[0, 1].grid()\n\n# Plot Validation Accuracy\naxs[1, 0].plot(df_original_attention['epoch'], df_original_attention['val_accuracy'], label='Original+Attention', color='red', marker='o')\naxs[1, 0].plot(df_segmented_attention['epoch'], df_segmented_attention['val_accuracy'], label='Segmented+Attention', color='blue', marker='o')\naxs[1, 0].plot(df_original['epoch'], df_original['val_accuracy'], label='Original Only', color='orange', marker='o')\naxs[1, 0].plot(df_segmented['epoch'], df_segmented['val_accuracy'], label='Segmented Only', color='grey', marker='o')\naxs[1, 0].set_title('Validation Accuracy Comparison')\naxs[1, 0].set_xlabel('Epoch')\naxs[1, 0].set_ylabel('Validation Accuracy')\naxs[1, 0].legend()\naxs[1, 0].grid()\n\n# Plot Validation Loss\naxs[1, 1].plot(df_original_attention['epoch'], df_original_attention['val_loss'], label='Original+Attention', color='red', marker='o')\naxs[1, 1].plot(df_segmented_attention['epoch'], df_segmented_attention['val_loss'], label='Segmented+Attention', color='blue', marker='o')\naxs[1, 1].plot(df_original['epoch'], df_original['val_loss'], label='Original Only', color='orange', marker='o')\naxs[1, 1].plot(df_segmented['epoch'], df_segmented['val_loss'], label='Segmented Only', color='grey', marker='o')\naxs[1, 1].set_title('Validation Loss Comparison')\naxs[1, 1].set_xlabel('Epoch')\naxs[1, 1].set_ylabel('Validation Loss')\naxs[1, 1].legend()\naxs[1, 1].grid()\n\n# Adjust layout to prevent overlap\nplt.tight_layout(rect=[0, 0, 1, 0.95])  # Leave space for the suptitle\n\n# Save the figure as a .png file\nplt.savefig('/kaggle/working/RESNET-50_Combined_Comparison.png')\n\n# Show the plots\nplt.show()","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-11-10T17:34:09.814651Z","iopub.execute_input":"2024-11-10T17:34:09.815504Z","iopub.status.idle":"2024-11-10T17:34:11.813846Z","shell.execute_reply.started":"2024-11-10T17:34:09.815461Z","shell.execute_reply":"2024-11-10T17:34:11.812918Z"}},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"# **DenseNet-121 - Model4**","metadata":{}},{"cell_type":"code","source":"# Load the DenseNet-121 model with pre-trained ImageNet weights\nmodel44 = DenseNet121(weights='/kaggle/input/densenet-121/tensorflow2/default/1/densenet121_weights_tf_dim_ordering_tf_kernels_notop.h5', include_top=False, input_shape=(224, 224, 3))\n\n# Show model summary\nmodel44.summary()\nprint(len(model44.layers))","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-02-10T09:39:47.255928Z","iopub.execute_input":"2025-02-10T09:39:47.256542Z","iopub.status.idle":"2025-02-10T09:39:49.704267Z","shell.execute_reply.started":"2025-02-10T09:39:47.256506Z","shell.execute_reply":"2025-02-10T09:39:49.703395Z"}},"outputs":[{"output_type":"display_data","data":{"text/plain":"\u001b[1mModel: \"densenet121\"\u001b[0m\n","text/html":"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\">Model: \"densenet121\"</span>\n</pre>\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"┏━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┓\n┃\u001b[1m \u001b[0m\u001b[1mLayer (type)       \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mOutput Shape     \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m   Param #\u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mConnected to     \u001b[0m\u001b[1m \u001b[0m┃\n┡━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━┩\n│ input_layer_5       │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m224\u001b[0m, \u001b[38;5;34m224\u001b[0m,  │          \u001b[38;5;34m0\u001b[0m │ -                 │\n│ (\u001b[38;5;33mInputLayer\u001b[0m)        │ \u001b[38;5;34m3\u001b[0m)                │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ zero_padding2d_4    │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m230\u001b[0m, \u001b[38;5;34m230\u001b[0m,  │          \u001b[38;5;34m0\u001b[0m │ input_layer_5[\u001b[38;5;34m0\u001b[0m]… │\n│ (\u001b[38;5;33mZeroPadding2D\u001b[0m)     │ \u001b[38;5;34m3\u001b[0m)                │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv1_conv (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m,  │      \u001b[38;5;34m9,408\u001b[0m │ zero_padding2d_4… │\n│                     │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv1_bn            │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m,  │        \u001b[38;5;34m256\u001b[0m │ conv1_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]  │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv1_relu          │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m,  │          \u001b[38;5;34m0\u001b[0m │ conv1_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]    │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ zero_padding2d_5    │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m114\u001b[0m, \u001b[38;5;34m114\u001b[0m,  │          \u001b[38;5;34m0\u001b[0m │ conv1_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]  │\n│ (\u001b[38;5;33mZeroPadding2D\u001b[0m)     │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ pool1               │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ zero_padding2d_5… │\n│ (\u001b[38;5;33mMaxPooling2D\u001b[0m)      │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block1_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │        \u001b[38;5;34m256\u001b[0m │ pool1[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]       │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block1_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv2_block1_0_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block1_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │      \u001b[38;5;34m8,192\u001b[0m │ conv2_block1_0_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block1_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv2_block1_1_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block1_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv2_block1_1_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block1_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv2_block1_1_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block1_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ pool1[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m],      │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m96\u001b[0m)               │            │ conv2_block1_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block2_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │        \u001b[38;5;34m384\u001b[0m │ conv2_block1_con… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m96\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block2_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv2_block2_0_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m96\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block2_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │     \u001b[38;5;34m12,288\u001b[0m │ conv2_block2_0_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block2_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv2_block2_1_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block2_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv2_block2_1_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block2_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv2_block2_1_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block2_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv2_block1_con… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m128\u001b[0m)              │            │ conv2_block2_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block3_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv2_block2_con… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block3_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv2_block3_0_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block3_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │     \u001b[38;5;34m16,384\u001b[0m │ conv2_block3_0_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block3_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv2_block3_1_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block3_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv2_block3_1_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block3_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv2_block3_1_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block3_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv2_block2_con… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m160\u001b[0m)              │            │ conv2_block3_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block4_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │        \u001b[38;5;34m640\u001b[0m │ conv2_block3_con… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m160\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block4_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv2_block4_0_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m160\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block4_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │     \u001b[38;5;34m20,480\u001b[0m │ conv2_block4_0_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block4_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv2_block4_1_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block4_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv2_block4_1_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block4_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv2_block4_1_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block4_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv2_block3_con… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m192\u001b[0m)              │            │ conv2_block4_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block5_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │        \u001b[38;5;34m768\u001b[0m │ conv2_block4_con… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m192\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block5_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv2_block5_0_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m192\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block5_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │     \u001b[38;5;34m24,576\u001b[0m │ conv2_block5_0_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block5_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv2_block5_1_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block5_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv2_block5_1_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block5_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv2_block5_1_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block5_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv2_block4_con… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m224\u001b[0m)              │            │ conv2_block5_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block6_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │        \u001b[38;5;34m896\u001b[0m │ conv2_block5_con… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m224\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block6_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv2_block6_0_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m224\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block6_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │     \u001b[38;5;34m28,672\u001b[0m │ conv2_block6_0_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block6_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv2_block6_1_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block6_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv2_block6_1_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block6_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv2_block6_1_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block6_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv2_block5_con… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m256\u001b[0m)              │            │ conv2_block6_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ pool2_bn            │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │      \u001b[38;5;34m1,024\u001b[0m │ conv2_block6_con… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ pool2_relu          │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ pool2_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]    │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ pool2_conv (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │     \u001b[38;5;34m32,768\u001b[0m │ pool2_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]  │\n│                     │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ pool2_pool          │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ pool2_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]  │\n│ (\u001b[38;5;33mAveragePooling2D\u001b[0m)  │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block1_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ pool2_pool[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]  │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block1_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block1_0_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block1_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │     \u001b[38;5;34m16,384\u001b[0m │ conv3_block1_0_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block1_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv3_block1_1_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block1_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block1_1_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block1_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv3_block1_1_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block1_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ pool2_pool[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m], │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m160\u001b[0m)              │            │ conv3_block1_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block2_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │        \u001b[38;5;34m640\u001b[0m │ conv3_block1_con… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m160\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block2_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block2_0_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m160\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block2_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │     \u001b[38;5;34m20,480\u001b[0m │ conv3_block2_0_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block2_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv3_block2_1_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block2_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block2_1_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block2_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv3_block2_1_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block2_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block1_con… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m192\u001b[0m)              │            │ conv3_block2_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block3_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │        \u001b[38;5;34m768\u001b[0m │ conv3_block2_con… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m192\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block3_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block3_0_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m192\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block3_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │     \u001b[38;5;34m24,576\u001b[0m │ conv3_block3_0_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block3_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv3_block3_1_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block3_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block3_1_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block3_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv3_block3_1_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block3_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block2_con… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m224\u001b[0m)              │            │ conv3_block3_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block4_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │        \u001b[38;5;34m896\u001b[0m │ conv3_block3_con… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m224\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block4_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block4_0_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m224\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block4_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │     \u001b[38;5;34m28,672\u001b[0m │ conv3_block4_0_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block4_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv3_block4_1_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block4_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block4_1_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block4_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv3_block4_1_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block4_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block3_con… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m256\u001b[0m)              │            │ conv3_block4_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block5_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │      \u001b[38;5;34m1,024\u001b[0m │ conv3_block4_con… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block5_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block5_0_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block5_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │     \u001b[38;5;34m32,768\u001b[0m │ conv3_block5_0_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block5_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv3_block5_1_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block5_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block5_1_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block5_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv3_block5_1_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block5_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block4_con… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m288\u001b[0m)              │            │ conv3_block5_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block6_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │      \u001b[38;5;34m1,152\u001b[0m │ conv3_block5_con… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m288\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block6_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block6_0_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m288\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block6_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv3_block6_0_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block6_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv3_block6_1_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block6_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block6_1_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block6_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv3_block6_1_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block6_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block5_con… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m320\u001b[0m)              │            │ conv3_block6_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block7_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │      \u001b[38;5;34m1,280\u001b[0m │ conv3_block6_con… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m320\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block7_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block7_0_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m320\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block7_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │     \u001b[38;5;34m40,960\u001b[0m │ conv3_block7_0_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block7_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv3_block7_1_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block7_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block7_1_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block7_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv3_block7_1_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block7_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block6_con… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m352\u001b[0m)              │            │ conv3_block7_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block8_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │      \u001b[38;5;34m1,408\u001b[0m │ conv3_block7_con… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m352\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block8_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block8_0_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m352\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block8_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │     \u001b[38;5;34m45,056\u001b[0m │ conv3_block8_0_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block8_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv3_block8_1_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block8_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block8_1_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block8_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv3_block8_1_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block8_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block7_con… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m384\u001b[0m)              │            │ conv3_block8_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block9_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │      \u001b[38;5;34m1,536\u001b[0m │ conv3_block8_con… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m384\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block9_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block9_0_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m384\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block9_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │     \u001b[38;5;34m49,152\u001b[0m │ conv3_block9_0_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block9_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv3_block9_1_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block9_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block9_1_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block9_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv3_block9_1_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block9_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block8_con… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m416\u001b[0m)              │            │ conv3_block9_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block10_0_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │      \u001b[38;5;34m1,664\u001b[0m │ conv3_block9_con… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m416\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block10_0_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block10_0_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m416\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block10_1_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │     \u001b[38;5;34m53,248\u001b[0m │ conv3_block10_0_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block10_1_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv3_block10_1_… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block10_1_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block10_1_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block10_2_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv3_block10_1_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block10_conc… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block9_con… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m448\u001b[0m)              │            │ conv3_block10_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block11_0_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │      \u001b[38;5;34m1,792\u001b[0m │ conv3_block10_co… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m448\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block11_0_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block11_0_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m448\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block11_1_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │     \u001b[38;5;34m57,344\u001b[0m │ conv3_block11_0_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block11_1_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv3_block11_1_… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block11_1_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block11_1_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block11_2_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv3_block11_1_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block11_conc… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block10_co… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m480\u001b[0m)              │            │ conv3_block11_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block12_0_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │      \u001b[38;5;34m1,920\u001b[0m │ conv3_block11_co… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m480\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block12_0_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block12_0_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m480\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block12_1_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │     \u001b[38;5;34m61,440\u001b[0m │ conv3_block12_0_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block12_1_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv3_block12_1_… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block12_1_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block12_1_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block12_2_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv3_block12_1_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block12_conc… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block11_co… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m512\u001b[0m)              │            │ conv3_block12_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ pool3_bn            │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │      \u001b[38;5;34m2,048\u001b[0m │ conv3_block12_co… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m512\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ pool3_relu          │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ pool3_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]    │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m512\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ pool3_conv (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │    \u001b[38;5;34m131,072\u001b[0m │ pool3_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]  │\n│                     │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ pool3_pool          │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ pool3_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]  │\n│ (\u001b[38;5;33mAveragePooling2D\u001b[0m)  │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block1_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │      \u001b[38;5;34m1,024\u001b[0m │ pool3_pool[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]  │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block1_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block1_0_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block1_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m32,768\u001b[0m │ conv4_block1_0_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block1_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv4_block1_1_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block1_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block1_1_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block1_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv4_block1_1_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block1_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ pool3_pool[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m], │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m288\u001b[0m)              │            │ conv4_block1_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block2_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │      \u001b[38;5;34m1,152\u001b[0m │ conv4_block1_con… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m288\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block2_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block2_0_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m288\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block2_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv4_block2_0_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block2_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv4_block2_1_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block2_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block2_1_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block2_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv4_block2_1_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block2_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block1_con… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m320\u001b[0m)              │            │ conv4_block2_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block3_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │      \u001b[38;5;34m1,280\u001b[0m │ conv4_block2_con… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m320\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block3_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block3_0_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m320\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block3_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m40,960\u001b[0m │ conv4_block3_0_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block3_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv4_block3_1_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block3_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block3_1_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block3_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv4_block3_1_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block3_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block2_con… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m352\u001b[0m)              │            │ conv4_block3_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block4_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │      \u001b[38;5;34m1,408\u001b[0m │ conv4_block3_con… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m352\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block4_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block4_0_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m352\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block4_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m45,056\u001b[0m │ conv4_block4_0_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block4_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv4_block4_1_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block4_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block4_1_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block4_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv4_block4_1_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block4_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block3_con… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m384\u001b[0m)              │            │ conv4_block4_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block5_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │      \u001b[38;5;34m1,536\u001b[0m │ conv4_block4_con… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m384\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block5_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block5_0_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m384\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block5_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m49,152\u001b[0m │ conv4_block5_0_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block5_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv4_block5_1_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block5_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block5_1_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block5_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv4_block5_1_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block5_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block4_con… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m416\u001b[0m)              │            │ conv4_block5_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block6_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │      \u001b[38;5;34m1,664\u001b[0m │ conv4_block5_con… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m416\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block6_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block6_0_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m416\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block6_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m53,248\u001b[0m │ conv4_block6_0_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block6_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv4_block6_1_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block6_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block6_1_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block6_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv4_block6_1_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block6_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block5_con… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m448\u001b[0m)              │            │ conv4_block6_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block7_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │      \u001b[38;5;34m1,792\u001b[0m │ conv4_block6_con… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m448\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block7_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block7_0_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m448\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block7_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m57,344\u001b[0m │ conv4_block7_0_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block7_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv4_block7_1_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block7_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block7_1_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block7_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv4_block7_1_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block7_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block6_con… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m480\u001b[0m)              │            │ conv4_block7_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block8_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │      \u001b[38;5;34m1,920\u001b[0m │ conv4_block7_con… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m480\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block8_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block8_0_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m480\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block8_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m61,440\u001b[0m │ conv4_block8_0_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block8_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv4_block8_1_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block8_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block8_1_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block8_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv4_block8_1_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block8_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block7_con… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m512\u001b[0m)              │            │ conv4_block8_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block9_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │      \u001b[38;5;34m2,048\u001b[0m │ conv4_block8_con… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m512\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block9_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block9_0_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m512\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block9_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m65,536\u001b[0m │ conv4_block9_0_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block9_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv4_block9_1_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block9_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block9_1_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block9_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv4_block9_1_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block9_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block8_con… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m544\u001b[0m)              │            │ conv4_block9_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block10_0_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │      \u001b[38;5;34m2,176\u001b[0m │ conv4_block9_con… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m544\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block10_0_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block10_0_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m544\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block10_1_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m69,632\u001b[0m │ conv4_block10_0_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block10_1_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv4_block10_1_… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block10_1_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block10_1_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block10_2_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv4_block10_1_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block10_conc… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block9_con… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m576\u001b[0m)              │            │ conv4_block10_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block11_0_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │      \u001b[38;5;34m2,304\u001b[0m │ conv4_block10_co… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m576\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block11_0_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block11_0_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m576\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block11_1_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m73,728\u001b[0m │ conv4_block11_0_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block11_1_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv4_block11_1_… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block11_1_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block11_1_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block11_2_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv4_block11_1_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block11_conc… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block10_co… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m608\u001b[0m)              │            │ conv4_block11_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block12_0_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │      \u001b[38;5;34m2,432\u001b[0m │ conv4_block11_co… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m608\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block12_0_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block12_0_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m608\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block12_1_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m77,824\u001b[0m │ conv4_block12_0_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block12_1_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv4_block12_1_… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block12_1_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block12_1_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block12_2_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv4_block12_1_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block12_conc… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block11_co… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m640\u001b[0m)              │            │ conv4_block12_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block13_0_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │      \u001b[38;5;34m2,560\u001b[0m │ conv4_block12_co… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m640\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block13_0_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block13_0_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m640\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block13_1_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m81,920\u001b[0m │ conv4_block13_0_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block13_1_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv4_block13_1_… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block13_1_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block13_1_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block13_2_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv4_block13_1_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block13_conc… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block12_co… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m672\u001b[0m)              │            │ conv4_block13_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block14_0_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │      \u001b[38;5;34m2,688\u001b[0m │ conv4_block13_co… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m672\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block14_0_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block14_0_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m672\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block14_1_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m86,016\u001b[0m │ conv4_block14_0_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block14_1_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv4_block14_1_… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block14_1_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block14_1_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block14_2_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv4_block14_1_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block14_conc… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block13_co… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m704\u001b[0m)              │            │ conv4_block14_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block15_0_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │      \u001b[38;5;34m2,816\u001b[0m │ conv4_block14_co… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m704\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block15_0_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block15_0_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m704\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block15_1_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m90,112\u001b[0m │ conv4_block15_0_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block15_1_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv4_block15_1_… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block15_1_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block15_1_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block15_2_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv4_block15_1_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block15_conc… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block14_co… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m736\u001b[0m)              │            │ conv4_block15_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block16_0_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │      \u001b[38;5;34m2,944\u001b[0m │ conv4_block15_co… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m736\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block16_0_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block16_0_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m736\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block16_1_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m94,208\u001b[0m │ conv4_block16_0_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block16_1_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv4_block16_1_… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block16_1_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block16_1_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block16_2_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv4_block16_1_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block16_conc… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block15_co… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m768\u001b[0m)              │            │ conv4_block16_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block17_0_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │      \u001b[38;5;34m3,072\u001b[0m │ conv4_block16_co… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m768\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block17_0_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block17_0_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m768\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block17_1_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m98,304\u001b[0m │ conv4_block17_0_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block17_1_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv4_block17_1_… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block17_1_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block17_1_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block17_2_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv4_block17_1_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block17_conc… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block16_co… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m800\u001b[0m)              │            │ conv4_block17_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block18_0_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │      \u001b[38;5;34m3,200\u001b[0m │ conv4_block17_co… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m800\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block18_0_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block18_0_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m800\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block18_1_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │    \u001b[38;5;34m102,400\u001b[0m │ conv4_block18_0_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block18_1_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv4_block18_1_… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block18_1_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block18_1_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block18_2_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv4_block18_1_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block18_conc… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block17_co… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m832\u001b[0m)              │            │ conv4_block18_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block19_0_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │      \u001b[38;5;34m3,328\u001b[0m │ conv4_block18_co… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m832\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block19_0_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block19_0_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m832\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block19_1_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │    \u001b[38;5;34m106,496\u001b[0m │ conv4_block19_0_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block19_1_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv4_block19_1_… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block19_1_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block19_1_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block19_2_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv4_block19_1_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block19_conc… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block18_co… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m864\u001b[0m)              │            │ conv4_block19_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block20_0_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │      \u001b[38;5;34m3,456\u001b[0m │ conv4_block19_co… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m864\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block20_0_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block20_0_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m864\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block20_1_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │    \u001b[38;5;34m110,592\u001b[0m │ conv4_block20_0_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block20_1_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv4_block20_1_… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block20_1_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block20_1_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block20_2_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv4_block20_1_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block20_conc… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block19_co… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m896\u001b[0m)              │            │ conv4_block20_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block21_0_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │      \u001b[38;5;34m3,584\u001b[0m │ conv4_block20_co… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m896\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block21_0_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block21_0_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m896\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block21_1_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │    \u001b[38;5;34m114,688\u001b[0m │ conv4_block21_0_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block21_1_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv4_block21_1_… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block21_1_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block21_1_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block21_2_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv4_block21_1_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block21_conc… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block20_co… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m928\u001b[0m)              │            │ conv4_block21_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block22_0_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │      \u001b[38;5;34m3,712\u001b[0m │ conv4_block21_co… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m928\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block22_0_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block22_0_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m928\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block22_1_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │    \u001b[38;5;34m118,784\u001b[0m │ conv4_block22_0_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block22_1_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv4_block22_1_… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block22_1_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block22_1_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block22_2_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv4_block22_1_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block22_conc… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block21_co… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m960\u001b[0m)              │            │ conv4_block22_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block23_0_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │      \u001b[38;5;34m3,840\u001b[0m │ conv4_block22_co… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m960\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block23_0_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block23_0_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m960\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block23_1_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │    \u001b[38;5;34m122,880\u001b[0m │ conv4_block23_0_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block23_1_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv4_block23_1_… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block23_1_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block23_1_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block23_2_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv4_block23_1_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block23_conc… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block22_co… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m992\u001b[0m)              │            │ conv4_block23_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block24_0_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │      \u001b[38;5;34m3,968\u001b[0m │ conv4_block23_co… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m992\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block24_0_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block24_0_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m992\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block24_1_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │    \u001b[38;5;34m126,976\u001b[0m │ conv4_block24_0_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block24_1_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv4_block24_1_… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block24_1_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block24_1_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block24_2_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv4_block24_1_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block24_conc… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block23_co… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m1024\u001b[0m)             │            │ conv4_block24_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ pool4_bn            │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │      \u001b[38;5;34m4,096\u001b[0m │ conv4_block24_co… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ pool4_relu          │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ pool4_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]    │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ pool4_conv (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │    \u001b[38;5;34m524,288\u001b[0m │ pool4_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]  │\n│                     │ \u001b[38;5;34m512\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ pool4_pool          │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m512\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ pool4_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]  │\n│ (\u001b[38;5;33mAveragePooling2D\u001b[0m)  │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block1_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m512\u001b[0m) │      \u001b[38;5;34m2,048\u001b[0m │ pool4_pool[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]  │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block1_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m512\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block1_0_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block1_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │     \u001b[38;5;34m65,536\u001b[0m │ conv5_block1_0_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block1_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │        \u001b[38;5;34m512\u001b[0m │ conv5_block1_1_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block1_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block1_1_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block1_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m32\u001b[0m)  │     \u001b[38;5;34m36,864\u001b[0m │ conv5_block1_1_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block1_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m544\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ pool4_pool[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m], │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │                   │            │ conv5_block1_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block2_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m544\u001b[0m) │      \u001b[38;5;34m2,176\u001b[0m │ conv5_block1_con… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block2_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m544\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block2_0_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block2_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │     \u001b[38;5;34m69,632\u001b[0m │ conv5_block2_0_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block2_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │        \u001b[38;5;34m512\u001b[0m │ conv5_block2_1_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block2_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block2_1_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block2_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m32\u001b[0m)  │     \u001b[38;5;34m36,864\u001b[0m │ conv5_block2_1_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block2_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m576\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block1_con… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │                   │            │ conv5_block2_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block3_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m576\u001b[0m) │      \u001b[38;5;34m2,304\u001b[0m │ conv5_block2_con… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block3_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m576\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block3_0_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block3_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │     \u001b[38;5;34m73,728\u001b[0m │ conv5_block3_0_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block3_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │        \u001b[38;5;34m512\u001b[0m │ conv5_block3_1_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block3_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block3_1_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block3_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m32\u001b[0m)  │     \u001b[38;5;34m36,864\u001b[0m │ conv5_block3_1_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block3_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m608\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block2_con… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │                   │            │ conv5_block3_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block4_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m608\u001b[0m) │      \u001b[38;5;34m2,432\u001b[0m │ conv5_block3_con… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block4_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m608\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block4_0_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block4_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │     \u001b[38;5;34m77,824\u001b[0m │ conv5_block4_0_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block4_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │        \u001b[38;5;34m512\u001b[0m │ conv5_block4_1_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block4_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block4_1_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block4_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m32\u001b[0m)  │     \u001b[38;5;34m36,864\u001b[0m │ conv5_block4_1_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block4_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m640\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block3_con… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │                   │            │ conv5_block4_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block5_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m640\u001b[0m) │      \u001b[38;5;34m2,560\u001b[0m │ conv5_block4_con… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block5_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m640\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block5_0_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block5_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │     \u001b[38;5;34m81,920\u001b[0m │ conv5_block5_0_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block5_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │        \u001b[38;5;34m512\u001b[0m │ conv5_block5_1_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block5_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block5_1_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block5_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m32\u001b[0m)  │     \u001b[38;5;34m36,864\u001b[0m │ conv5_block5_1_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block5_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m672\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block4_con… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │                   │            │ conv5_block5_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block6_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m672\u001b[0m) │      \u001b[38;5;34m2,688\u001b[0m │ conv5_block5_con… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block6_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m672\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block6_0_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block6_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │     \u001b[38;5;34m86,016\u001b[0m │ conv5_block6_0_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block6_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │        \u001b[38;5;34m512\u001b[0m │ conv5_block6_1_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block6_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block6_1_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block6_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m32\u001b[0m)  │     \u001b[38;5;34m36,864\u001b[0m │ conv5_block6_1_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block6_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m704\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block5_con… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │                   │            │ conv5_block6_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block7_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m704\u001b[0m) │      \u001b[38;5;34m2,816\u001b[0m │ conv5_block6_con… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block7_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m704\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block7_0_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block7_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │     \u001b[38;5;34m90,112\u001b[0m │ conv5_block7_0_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block7_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │        \u001b[38;5;34m512\u001b[0m │ conv5_block7_1_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block7_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block7_1_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block7_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m32\u001b[0m)  │     \u001b[38;5;34m36,864\u001b[0m │ conv5_block7_1_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block7_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m736\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block6_con… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │                   │            │ conv5_block7_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block8_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m736\u001b[0m) │      \u001b[38;5;34m2,944\u001b[0m │ conv5_block7_con… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block8_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m736\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block8_0_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block8_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │     \u001b[38;5;34m94,208\u001b[0m │ conv5_block8_0_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block8_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │        \u001b[38;5;34m512\u001b[0m │ conv5_block8_1_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block8_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block8_1_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block8_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m32\u001b[0m)  │     \u001b[38;5;34m36,864\u001b[0m │ conv5_block8_1_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block8_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m768\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block7_con… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │                   │            │ conv5_block8_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block9_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m768\u001b[0m) │      \u001b[38;5;34m3,072\u001b[0m │ conv5_block8_con… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block9_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m768\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block9_0_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block9_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │     \u001b[38;5;34m98,304\u001b[0m │ conv5_block9_0_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block9_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │        \u001b[38;5;34m512\u001b[0m │ conv5_block9_1_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block9_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block9_1_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block9_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m32\u001b[0m)  │     \u001b[38;5;34m36,864\u001b[0m │ conv5_block9_1_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block9_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m800\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block8_con… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │                   │            │ conv5_block9_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block10_0_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m800\u001b[0m) │      \u001b[38;5;34m3,200\u001b[0m │ conv5_block9_con… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block10_0_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m800\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block10_0_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block10_1_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │    \u001b[38;5;34m102,400\u001b[0m │ conv5_block10_0_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block10_1_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │        \u001b[38;5;34m512\u001b[0m │ conv5_block10_1_… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block10_1_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block10_1_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block10_2_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m32\u001b[0m)  │     \u001b[38;5;34m36,864\u001b[0m │ conv5_block10_1_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block10_conc… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m832\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block9_con… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │                   │            │ conv5_block10_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block11_0_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m832\u001b[0m) │      \u001b[38;5;34m3,328\u001b[0m │ conv5_block10_co… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block11_0_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m832\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block11_0_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block11_1_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │    \u001b[38;5;34m106,496\u001b[0m │ conv5_block11_0_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block11_1_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │        \u001b[38;5;34m512\u001b[0m │ conv5_block11_1_… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block11_1_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block11_1_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block11_2_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m32\u001b[0m)  │     \u001b[38;5;34m36,864\u001b[0m │ conv5_block11_1_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block11_conc… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m864\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block10_co… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │                   │            │ conv5_block11_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block12_0_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m864\u001b[0m) │      \u001b[38;5;34m3,456\u001b[0m │ conv5_block11_co… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block12_0_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m864\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block12_0_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block12_1_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │    \u001b[38;5;34m110,592\u001b[0m │ conv5_block12_0_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block12_1_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │        \u001b[38;5;34m512\u001b[0m │ conv5_block12_1_… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block12_1_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block12_1_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block12_2_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m32\u001b[0m)  │     \u001b[38;5;34m36,864\u001b[0m │ conv5_block12_1_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block12_conc… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m896\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block11_co… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │                   │            │ conv5_block12_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block13_0_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m896\u001b[0m) │      \u001b[38;5;34m3,584\u001b[0m │ conv5_block12_co… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block13_0_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m896\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block13_0_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block13_1_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │    \u001b[38;5;34m114,688\u001b[0m │ conv5_block13_0_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block13_1_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │        \u001b[38;5;34m512\u001b[0m │ conv5_block13_1_… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block13_1_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block13_1_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block13_2_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m32\u001b[0m)  │     \u001b[38;5;34m36,864\u001b[0m │ conv5_block13_1_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block13_conc… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m928\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block12_co… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │                   │            │ conv5_block13_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block14_0_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m928\u001b[0m) │      \u001b[38;5;34m3,712\u001b[0m │ conv5_block13_co… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block14_0_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m928\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block14_0_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block14_1_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │    \u001b[38;5;34m118,784\u001b[0m │ conv5_block14_0_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block14_1_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │        \u001b[38;5;34m512\u001b[0m │ conv5_block14_1_… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block14_1_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block14_1_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block14_2_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m32\u001b[0m)  │     \u001b[38;5;34m36,864\u001b[0m │ conv5_block14_1_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block14_conc… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m960\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block13_co… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │                   │            │ conv5_block14_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block15_0_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m960\u001b[0m) │      \u001b[38;5;34m3,840\u001b[0m │ conv5_block14_co… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block15_0_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m960\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block15_0_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block15_1_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │    \u001b[38;5;34m122,880\u001b[0m │ conv5_block15_0_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block15_1_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │        \u001b[38;5;34m512\u001b[0m │ conv5_block15_1_… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block15_1_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block15_1_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block15_2_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m32\u001b[0m)  │     \u001b[38;5;34m36,864\u001b[0m │ conv5_block15_1_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block15_conc… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m992\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block14_co… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │                   │            │ conv5_block15_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block16_0_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m992\u001b[0m) │      \u001b[38;5;34m3,968\u001b[0m │ conv5_block15_co… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block16_0_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m992\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block16_0_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block16_1_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │    \u001b[38;5;34m126,976\u001b[0m │ conv5_block16_0_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block16_1_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │        \u001b[38;5;34m512\u001b[0m │ conv5_block16_1_… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block16_1_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block16_1_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block16_2_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m32\u001b[0m)  │     \u001b[38;5;34m36,864\u001b[0m │ conv5_block16_1_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block16_conc… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m,      │          \u001b[38;5;34m0\u001b[0m │ conv5_block15_co… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m1024\u001b[0m)             │            │ conv5_block16_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ bn                  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m,      │      \u001b[38;5;34m4,096\u001b[0m │ conv5_block16_co… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ relu (\u001b[38;5;33mActivation\u001b[0m)   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m,      │          \u001b[38;5;34m0\u001b[0m │ bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]          │\n│                     │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n└─────────────────────┴───────────────────┴────────────┴───────────────────┘\n","text/html":"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">┏━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┓\n┃<span style=\"font-weight: bold\"> Layer (type)        </span>┃<span style=\"font-weight: bold\"> Output Shape      </span>┃<span style=\"font-weight: bold\">    Param # </span>┃<span style=\"font-weight: bold\"> Connected to      </span>┃\n┡━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━┩\n│ input_layer_5       │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">224</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">224</span>,  │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ -                 │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">InputLayer</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">3</span>)                │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ zero_padding2d_4    │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">230</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">230</span>,  │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ input_layer_5[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">ZeroPadding2D</span>)     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">3</span>)                │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv1_conv (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">112</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">112</span>,  │      <span style=\"color: #00af00; text-decoration-color: #00af00\">9,408</span> │ zero_padding2d_4… │\n│                     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv1_bn            │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">112</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">112</span>,  │        <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span> │ conv1_conv[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]  │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv1_relu          │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">112</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">112</span>,  │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv1_bn[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]    │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ zero_padding2d_5    │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">114</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">114</span>,  │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv1_relu[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]  │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">ZeroPadding2D</span>)     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ pool1               │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ zero_padding2d_5… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">MaxPooling2D</span>)      │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block1_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span> │ pool1[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]       │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block1_0_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv2_block1_0_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block1_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">8,192</span> │ conv2_block1_0_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block1_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv2_block1_1_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block1_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv2_block1_1_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block1_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv2_block1_1_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block1_concat │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ pool1[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>],      │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">96</span>)               │            │ conv2_block1_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block2_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">384</span> │ conv2_block1_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">96</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block2_0_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv2_block2_0_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">96</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block2_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">12,288</span> │ conv2_block2_0_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block2_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv2_block2_1_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block2_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv2_block2_1_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block2_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv2_block2_1_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block2_concat │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv2_block1_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │ conv2_block2_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block3_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv2_block2_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block3_0_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv2_block3_0_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block3_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">16,384</span> │ conv2_block3_0_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block3_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv2_block3_1_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block3_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv2_block3_1_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block3_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv2_block3_1_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block3_concat │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv2_block2_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">160</span>)              │            │ conv2_block3_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block4_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">640</span> │ conv2_block3_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">160</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block4_0_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv2_block4_0_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">160</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block4_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">20,480</span> │ conv2_block4_0_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block4_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv2_block4_1_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block4_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv2_block4_1_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block4_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv2_block4_1_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block4_concat │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv2_block3_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">192</span>)              │            │ conv2_block4_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block5_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">768</span> │ conv2_block4_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">192</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block5_0_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv2_block5_0_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">192</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block5_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">24,576</span> │ conv2_block5_0_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block5_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv2_block5_1_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block5_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv2_block5_1_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block5_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv2_block5_1_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block5_concat │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv2_block4_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">224</span>)              │            │ conv2_block5_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block6_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">896</span> │ conv2_block5_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">224</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block6_0_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv2_block6_0_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">224</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block6_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">28,672</span> │ conv2_block6_0_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block6_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv2_block6_1_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block6_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv2_block6_1_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block6_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv2_block6_1_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block6_concat │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv2_block5_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │ conv2_block6_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ pool2_bn            │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,024</span> │ conv2_block6_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ pool2_relu          │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ pool2_bn[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]    │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ pool2_conv (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">32,768</span> │ pool2_relu[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]  │\n│                     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ pool2_pool          │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ pool2_conv[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]  │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">AveragePooling2D</span>)  │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block1_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ pool2_pool[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]  │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block1_0_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block1_0_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block1_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">16,384</span> │ conv3_block1_0_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block1_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv3_block1_1_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block1_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block1_1_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block1_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv3_block1_1_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block1_concat │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ pool2_pool[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>], │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">160</span>)              │            │ conv3_block1_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block2_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">640</span> │ conv3_block1_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">160</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block2_0_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block2_0_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">160</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block2_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">20,480</span> │ conv3_block2_0_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block2_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv3_block2_1_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block2_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block2_1_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block2_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv3_block2_1_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block2_concat │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block1_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">192</span>)              │            │ conv3_block2_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block3_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">768</span> │ conv3_block2_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">192</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block3_0_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block3_0_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">192</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block3_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">24,576</span> │ conv3_block3_0_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block3_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv3_block3_1_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block3_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block3_1_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block3_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv3_block3_1_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block3_concat │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block2_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">224</span>)              │            │ conv3_block3_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block4_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">896</span> │ conv3_block3_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">224</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block4_0_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block4_0_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">224</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block4_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">28,672</span> │ conv3_block4_0_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block4_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv3_block4_1_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block4_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block4_1_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block4_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv3_block4_1_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block4_concat │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block3_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │ conv3_block4_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block5_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,024</span> │ conv3_block4_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block5_0_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block5_0_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block5_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">32,768</span> │ conv3_block5_0_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block5_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv3_block5_1_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block5_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block5_1_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block5_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv3_block5_1_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block5_concat │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block4_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">288</span>)              │            │ conv3_block5_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block6_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,152</span> │ conv3_block5_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">288</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block6_0_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block6_0_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">288</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block6_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv3_block6_0_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block6_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv3_block6_1_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block6_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block6_1_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block6_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv3_block6_1_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block6_concat │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block5_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">320</span>)              │            │ conv3_block6_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block7_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,280</span> │ conv3_block6_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">320</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block7_0_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block7_0_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">320</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block7_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">40,960</span> │ conv3_block7_0_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block7_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv3_block7_1_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block7_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block7_1_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block7_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv3_block7_1_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block7_concat │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block6_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">352</span>)              │            │ conv3_block7_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block8_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,408</span> │ conv3_block7_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">352</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block8_0_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block8_0_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">352</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block8_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">45,056</span> │ conv3_block8_0_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block8_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv3_block8_1_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block8_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block8_1_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block8_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv3_block8_1_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block8_concat │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block7_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">384</span>)              │            │ conv3_block8_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block9_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,536</span> │ conv3_block8_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">384</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block9_0_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block9_0_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">384</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block9_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">49,152</span> │ conv3_block9_0_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block9_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv3_block9_1_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block9_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block9_1_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block9_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv3_block9_1_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block9_concat │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block8_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">416</span>)              │            │ conv3_block9_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block10_0_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,664</span> │ conv3_block9_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">416</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block10_0_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block10_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">416</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block10_1_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">53,248</span> │ conv3_block10_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block10_1_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv3_block10_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block10_1_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block10_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block10_2_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv3_block10_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block10_conc… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block9_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">448</span>)              │            │ conv3_block10_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block11_0_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,792</span> │ conv3_block10_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">448</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block11_0_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block11_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">448</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block11_1_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">57,344</span> │ conv3_block11_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block11_1_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv3_block11_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block11_1_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block11_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block11_2_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv3_block11_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block11_conc… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block10_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">480</span>)              │            │ conv3_block11_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block12_0_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,920</span> │ conv3_block11_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">480</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block12_0_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block12_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">480</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block12_1_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">61,440</span> │ conv3_block12_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block12_1_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv3_block12_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block12_1_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block12_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block12_2_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv3_block12_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block12_conc… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block11_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │ conv3_block12_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ pool3_bn            │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,048</span> │ conv3_block12_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ pool3_relu          │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ pool3_bn[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]    │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ pool3_conv (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │    <span style=\"color: #00af00; text-decoration-color: #00af00\">131,072</span> │ pool3_relu[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]  │\n│                     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ pool3_pool          │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ pool3_conv[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]  │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">AveragePooling2D</span>)  │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block1_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,024</span> │ pool3_pool[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]  │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block1_0_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block1_0_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block1_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">32,768</span> │ conv4_block1_0_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block1_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv4_block1_1_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block1_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block1_1_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block1_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv4_block1_1_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block1_concat │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ pool3_pool[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>], │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">288</span>)              │            │ conv4_block1_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block2_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,152</span> │ conv4_block1_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">288</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block2_0_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block2_0_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">288</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block2_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv4_block2_0_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block2_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv4_block2_1_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block2_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block2_1_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block2_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv4_block2_1_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block2_concat │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block1_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">320</span>)              │            │ conv4_block2_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block3_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,280</span> │ conv4_block2_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">320</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block3_0_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block3_0_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">320</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block3_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">40,960</span> │ conv4_block3_0_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block3_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv4_block3_1_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block3_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block3_1_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block3_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv4_block3_1_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block3_concat │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block2_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">352</span>)              │            │ conv4_block3_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block4_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,408</span> │ conv4_block3_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">352</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block4_0_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block4_0_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">352</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block4_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">45,056</span> │ conv4_block4_0_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block4_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv4_block4_1_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block4_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block4_1_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block4_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv4_block4_1_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block4_concat │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block3_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">384</span>)              │            │ conv4_block4_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block5_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,536</span> │ conv4_block4_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">384</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block5_0_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block5_0_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">384</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block5_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">49,152</span> │ conv4_block5_0_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block5_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv4_block5_1_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block5_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block5_1_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block5_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv4_block5_1_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block5_concat │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block4_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">416</span>)              │            │ conv4_block5_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block6_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,664</span> │ conv4_block5_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">416</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block6_0_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block6_0_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">416</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block6_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">53,248</span> │ conv4_block6_0_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block6_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv4_block6_1_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block6_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block6_1_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block6_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv4_block6_1_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block6_concat │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block5_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">448</span>)              │            │ conv4_block6_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block7_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,792</span> │ conv4_block6_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">448</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block7_0_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block7_0_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">448</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block7_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">57,344</span> │ conv4_block7_0_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block7_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv4_block7_1_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block7_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block7_1_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block7_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv4_block7_1_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block7_concat │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block6_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">480</span>)              │            │ conv4_block7_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block8_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,920</span> │ conv4_block7_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">480</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block8_0_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block8_0_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">480</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block8_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">61,440</span> │ conv4_block8_0_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block8_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv4_block8_1_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block8_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block8_1_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block8_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv4_block8_1_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block8_concat │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block7_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │ conv4_block8_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block9_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,048</span> │ conv4_block8_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block9_0_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block9_0_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block9_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">65,536</span> │ conv4_block9_0_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block9_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv4_block9_1_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block9_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block9_1_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block9_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv4_block9_1_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block9_concat │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block8_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">544</span>)              │            │ conv4_block9_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block10_0_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,176</span> │ conv4_block9_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">544</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block10_0_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block10_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">544</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block10_1_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">69,632</span> │ conv4_block10_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block10_1_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv4_block10_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block10_1_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block10_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block10_2_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv4_block10_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block10_conc… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block9_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">576</span>)              │            │ conv4_block10_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block11_0_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,304</span> │ conv4_block10_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">576</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block11_0_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block11_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">576</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block11_1_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">73,728</span> │ conv4_block11_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block11_1_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv4_block11_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block11_1_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block11_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block11_2_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv4_block11_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block11_conc… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block10_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">608</span>)              │            │ conv4_block11_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block12_0_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,432</span> │ conv4_block11_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">608</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block12_0_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block12_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">608</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block12_1_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">77,824</span> │ conv4_block12_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block12_1_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv4_block12_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block12_1_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block12_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block12_2_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv4_block12_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block12_conc… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block11_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">640</span>)              │            │ conv4_block12_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block13_0_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,560</span> │ conv4_block12_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">640</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block13_0_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block13_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">640</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block13_1_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">81,920</span> │ conv4_block13_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block13_1_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv4_block13_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block13_1_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block13_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block13_2_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv4_block13_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block13_conc… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block12_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">672</span>)              │            │ conv4_block13_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block14_0_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,688</span> │ conv4_block13_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">672</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block14_0_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block14_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">672</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block14_1_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">86,016</span> │ conv4_block14_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block14_1_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv4_block14_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block14_1_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block14_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block14_2_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv4_block14_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block14_conc… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block13_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">704</span>)              │            │ conv4_block14_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block15_0_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,816</span> │ conv4_block14_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">704</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block15_0_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block15_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">704</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block15_1_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">90,112</span> │ conv4_block15_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block15_1_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv4_block15_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block15_1_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block15_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block15_2_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv4_block15_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block15_conc… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block14_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">736</span>)              │            │ conv4_block15_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block16_0_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,944</span> │ conv4_block15_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">736</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block16_0_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block16_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">736</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block16_1_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">94,208</span> │ conv4_block16_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block16_1_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv4_block16_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block16_1_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block16_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block16_2_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv4_block16_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block16_conc… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block15_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">768</span>)              │            │ conv4_block16_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block17_0_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">3,072</span> │ conv4_block16_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">768</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block17_0_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block17_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">768</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block17_1_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">98,304</span> │ conv4_block17_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block17_1_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv4_block17_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block17_1_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block17_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block17_2_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv4_block17_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block17_conc… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block16_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">800</span>)              │            │ conv4_block17_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block18_0_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">3,200</span> │ conv4_block17_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">800</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block18_0_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block18_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">800</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block18_1_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │    <span style=\"color: #00af00; text-decoration-color: #00af00\">102,400</span> │ conv4_block18_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block18_1_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv4_block18_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block18_1_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block18_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block18_2_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv4_block18_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block18_conc… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block17_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">832</span>)              │            │ conv4_block18_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block19_0_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">3,328</span> │ conv4_block18_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">832</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block19_0_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block19_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">832</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block19_1_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │    <span style=\"color: #00af00; text-decoration-color: #00af00\">106,496</span> │ conv4_block19_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block19_1_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv4_block19_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block19_1_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block19_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block19_2_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv4_block19_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block19_conc… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block18_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">864</span>)              │            │ conv4_block19_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block20_0_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">3,456</span> │ conv4_block19_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">864</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block20_0_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block20_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">864</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block20_1_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │    <span style=\"color: #00af00; text-decoration-color: #00af00\">110,592</span> │ conv4_block20_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block20_1_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv4_block20_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block20_1_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block20_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block20_2_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv4_block20_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block20_conc… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block19_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">896</span>)              │            │ conv4_block20_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block21_0_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">3,584</span> │ conv4_block20_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">896</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block21_0_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block21_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">896</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block21_1_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │    <span style=\"color: #00af00; text-decoration-color: #00af00\">114,688</span> │ conv4_block21_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block21_1_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv4_block21_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block21_1_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block21_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block21_2_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv4_block21_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block21_conc… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block20_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">928</span>)              │            │ conv4_block21_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block22_0_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">3,712</span> │ conv4_block21_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">928</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block22_0_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block22_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">928</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block22_1_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │    <span style=\"color: #00af00; text-decoration-color: #00af00\">118,784</span> │ conv4_block22_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block22_1_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv4_block22_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block22_1_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block22_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block22_2_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv4_block22_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block22_conc… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block21_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">960</span>)              │            │ conv4_block22_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block23_0_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">3,840</span> │ conv4_block22_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">960</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block23_0_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block23_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">960</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block23_1_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │    <span style=\"color: #00af00; text-decoration-color: #00af00\">122,880</span> │ conv4_block23_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block23_1_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv4_block23_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block23_1_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block23_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block23_2_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv4_block23_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block23_conc… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block22_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">992</span>)              │            │ conv4_block23_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block24_0_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">3,968</span> │ conv4_block23_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">992</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block24_0_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block24_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">992</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block24_1_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │    <span style=\"color: #00af00; text-decoration-color: #00af00\">126,976</span> │ conv4_block24_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block24_1_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv4_block24_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block24_1_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block24_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block24_2_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv4_block24_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block24_conc… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block23_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │ conv4_block24_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ pool4_bn            │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">4,096</span> │ conv4_block24_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ pool4_relu          │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ pool4_bn[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]    │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ pool4_conv (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │    <span style=\"color: #00af00; text-decoration-color: #00af00\">524,288</span> │ pool4_relu[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]  │\n│                     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ pool4_pool          │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ pool4_conv[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]  │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">AveragePooling2D</span>)  │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block1_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>) │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,048</span> │ pool4_pool[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]  │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block1_0_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block1_0_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block1_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │     <span style=\"color: #00af00; text-decoration-color: #00af00\">65,536</span> │ conv5_block1_0_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block1_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv5_block1_1_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block1_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block1_1_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block1_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)  │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv5_block1_1_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block1_concat │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">544</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ pool4_pool[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>], │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │                   │            │ conv5_block1_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block2_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">544</span>) │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,176</span> │ conv5_block1_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block2_0_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">544</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block2_0_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block2_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │     <span style=\"color: #00af00; text-decoration-color: #00af00\">69,632</span> │ conv5_block2_0_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block2_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv5_block2_1_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block2_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block2_1_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block2_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)  │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv5_block2_1_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block2_concat │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">576</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block1_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │                   │            │ conv5_block2_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block3_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">576</span>) │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,304</span> │ conv5_block2_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block3_0_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">576</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block3_0_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block3_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │     <span style=\"color: #00af00; text-decoration-color: #00af00\">73,728</span> │ conv5_block3_0_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block3_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv5_block3_1_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block3_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block3_1_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block3_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)  │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv5_block3_1_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block3_concat │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">608</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block2_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │                   │            │ conv5_block3_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block4_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">608</span>) │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,432</span> │ conv5_block3_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block4_0_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">608</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block4_0_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block4_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │     <span style=\"color: #00af00; text-decoration-color: #00af00\">77,824</span> │ conv5_block4_0_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block4_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv5_block4_1_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block4_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block4_1_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block4_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)  │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv5_block4_1_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block4_concat │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">640</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block3_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │                   │            │ conv5_block4_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block5_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">640</span>) │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,560</span> │ conv5_block4_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block5_0_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">640</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block5_0_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block5_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │     <span style=\"color: #00af00; text-decoration-color: #00af00\">81,920</span> │ conv5_block5_0_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block5_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv5_block5_1_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block5_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block5_1_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block5_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)  │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv5_block5_1_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block5_concat │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">672</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block4_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │                   │            │ conv5_block5_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block6_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">672</span>) │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,688</span> │ conv5_block5_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block6_0_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">672</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block6_0_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block6_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │     <span style=\"color: #00af00; text-decoration-color: #00af00\">86,016</span> │ conv5_block6_0_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block6_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv5_block6_1_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block6_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block6_1_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block6_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)  │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv5_block6_1_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block6_concat │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">704</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block5_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │                   │            │ conv5_block6_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block7_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">704</span>) │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,816</span> │ conv5_block6_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block7_0_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">704</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block7_0_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block7_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │     <span style=\"color: #00af00; text-decoration-color: #00af00\">90,112</span> │ conv5_block7_0_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block7_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv5_block7_1_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block7_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block7_1_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block7_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)  │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv5_block7_1_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block7_concat │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">736</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block6_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │                   │            │ conv5_block7_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block8_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">736</span>) │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,944</span> │ conv5_block7_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block8_0_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">736</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block8_0_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block8_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │     <span style=\"color: #00af00; text-decoration-color: #00af00\">94,208</span> │ conv5_block8_0_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block8_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv5_block8_1_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block8_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block8_1_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block8_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)  │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv5_block8_1_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block8_concat │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">768</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block7_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │                   │            │ conv5_block8_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block9_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">768</span>) │      <span style=\"color: #00af00; text-decoration-color: #00af00\">3,072</span> │ conv5_block8_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block9_0_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">768</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block9_0_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block9_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │     <span style=\"color: #00af00; text-decoration-color: #00af00\">98,304</span> │ conv5_block9_0_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block9_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv5_block9_1_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block9_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block9_1_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block9_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)  │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv5_block9_1_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block9_concat │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">800</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block8_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │                   │            │ conv5_block9_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block10_0_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">800</span>) │      <span style=\"color: #00af00; text-decoration-color: #00af00\">3,200</span> │ conv5_block9_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block10_0_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">800</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block10_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block10_1_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │    <span style=\"color: #00af00; text-decoration-color: #00af00\">102,400</span> │ conv5_block10_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block10_1_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv5_block10_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block10_1_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block10_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block10_2_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)  │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv5_block10_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block10_conc… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">832</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block9_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │                   │            │ conv5_block10_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block11_0_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">832</span>) │      <span style=\"color: #00af00; text-decoration-color: #00af00\">3,328</span> │ conv5_block10_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block11_0_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">832</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block11_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block11_1_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │    <span style=\"color: #00af00; text-decoration-color: #00af00\">106,496</span> │ conv5_block11_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block11_1_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv5_block11_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block11_1_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block11_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block11_2_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)  │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv5_block11_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block11_conc… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">864</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block10_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │                   │            │ conv5_block11_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block12_0_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">864</span>) │      <span style=\"color: #00af00; text-decoration-color: #00af00\">3,456</span> │ conv5_block11_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block12_0_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">864</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block12_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block12_1_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │    <span style=\"color: #00af00; text-decoration-color: #00af00\">110,592</span> │ conv5_block12_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block12_1_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv5_block12_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block12_1_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block12_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block12_2_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)  │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv5_block12_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block12_conc… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">896</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block11_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │                   │            │ conv5_block12_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block13_0_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">896</span>) │      <span style=\"color: #00af00; text-decoration-color: #00af00\">3,584</span> │ conv5_block12_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block13_0_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">896</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block13_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block13_1_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │    <span style=\"color: #00af00; text-decoration-color: #00af00\">114,688</span> │ conv5_block13_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block13_1_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv5_block13_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block13_1_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block13_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block13_2_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)  │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv5_block13_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block13_conc… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">928</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block12_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │                   │            │ conv5_block13_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block14_0_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">928</span>) │      <span style=\"color: #00af00; text-decoration-color: #00af00\">3,712</span> │ conv5_block13_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block14_0_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">928</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block14_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block14_1_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │    <span style=\"color: #00af00; text-decoration-color: #00af00\">118,784</span> │ conv5_block14_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block14_1_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv5_block14_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block14_1_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block14_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block14_2_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)  │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv5_block14_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block14_conc… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">960</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block13_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │                   │            │ conv5_block14_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block15_0_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">960</span>) │      <span style=\"color: #00af00; text-decoration-color: #00af00\">3,840</span> │ conv5_block14_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block15_0_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">960</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block15_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block15_1_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │    <span style=\"color: #00af00; text-decoration-color: #00af00\">122,880</span> │ conv5_block15_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block15_1_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv5_block15_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block15_1_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block15_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block15_2_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)  │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv5_block15_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block15_conc… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">992</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block14_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │                   │            │ conv5_block15_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block16_0_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">992</span>) │      <span style=\"color: #00af00; text-decoration-color: #00af00\">3,968</span> │ conv5_block15_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block16_0_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">992</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block16_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block16_1_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │    <span style=\"color: #00af00; text-decoration-color: #00af00\">126,976</span> │ conv5_block16_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block16_1_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv5_block16_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block16_1_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block16_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block16_2_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)  │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv5_block16_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block16_conc… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>,      │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block15_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │ conv5_block16_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ bn                  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>,      │      <span style=\"color: #00af00; text-decoration-color: #00af00\">4,096</span> │ conv5_block16_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ relu (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>,      │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ bn[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]          │\n│                     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n└─────────────────────┴───────────────────┴────────────┴───────────────────┘\n</pre>\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"\u001b[1m Total params: \u001b[0m\u001b[38;5;34m7,037,504\u001b[0m (26.85 MB)\n","text/html":"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Total params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">7,037,504</span> (26.85 MB)\n</pre>\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m6,953,856\u001b[0m (26.53 MB)\n","text/html":"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Trainable params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">6,953,856</span> (26.53 MB)\n</pre>\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m83,648\u001b[0m (326.75 KB)\n","text/html":"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Non-trainable params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">83,648</span> (326.75 KB)\n</pre>\n"},"metadata":{}},{"name":"stdout","text":"427\n","output_type":"stream"}],"execution_count":12},{"cell_type":"code","source":"# Load the DenseNet-121 model with pre-trained ImageNet weights\nbase_model4 = DenseNet121(weights='/kaggle/input/densenet-121/tensorflow2/default/1/densenet121_weights_tf_dim_ordering_tf_kernels_notop.h5', include_top=False, input_shape=(224, 224, 3))\n\n# Freeze the base model's layers\nfor layer in base_model4.layers:\n    layer.trainable = False\n\n# Add new layers on top of the base model\nx = base_model4.output\nx = GlobalAveragePooling2D()(x)  # Global average pooling\nx = Dense(256, activation='relu')(x)  # Dense layer with 256 units\nx = Dropout(0.5)(x)  # Dropout to prevent overfitting\npredictions = Dense(4, activation='softmax')(x)  # 4 output classes for classification\n\n# Final model\nmodel4 = Model(inputs=base_model4.input, outputs=predictions)\n\n# Compile the model\nmodel4.compile(optimizer='adam', loss='categorical_crossentropy', metrics=['accuracy'])\n\n# Show model summary\nmodel4.summary()","metadata":{"execution":{"iopub.status.busy":"2025-02-10T09:20:20.061765Z","iopub.execute_input":"2025-02-10T09:20:20.062467Z","iopub.status.idle":"2025-02-10T09:20:23.420615Z","shell.execute_reply.started":"2025-02-10T09:20:20.062430Z","shell.execute_reply":"2025-02-10T09:20:23.419769Z"},"trusted":true},"outputs":[{"output_type":"display_data","data":{"text/plain":"\u001b[1mModel: \"functional_7\"\u001b[0m\n","text/html":"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\">Model: \"functional_7\"</span>\n</pre>\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"┏━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┓\n┃\u001b[1m \u001b[0m\u001b[1mLayer (type)       \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mOutput Shape     \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m   Param #\u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mConnected to     \u001b[0m\u001b[1m \u001b[0m┃\n┡━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━┩\n│ input_layer_3       │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m224\u001b[0m, \u001b[38;5;34m224\u001b[0m,  │          \u001b[38;5;34m0\u001b[0m │ -                 │\n│ (\u001b[38;5;33mInputLayer\u001b[0m)        │ \u001b[38;5;34m3\u001b[0m)                │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ zero_padding2d      │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m230\u001b[0m, \u001b[38;5;34m230\u001b[0m,  │          \u001b[38;5;34m0\u001b[0m │ input_layer_3[\u001b[38;5;34m0\u001b[0m]… │\n│ (\u001b[38;5;33mZeroPadding2D\u001b[0m)     │ \u001b[38;5;34m3\u001b[0m)                │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv1_conv (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m,  │      \u001b[38;5;34m9,408\u001b[0m │ zero_padding2d[\u001b[38;5;34m0\u001b[0m… │\n│                     │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv1_bn            │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m,  │        \u001b[38;5;34m256\u001b[0m │ conv1_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]  │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv1_relu          │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m,  │          \u001b[38;5;34m0\u001b[0m │ conv1_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]    │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ zero_padding2d_1    │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m114\u001b[0m, \u001b[38;5;34m114\u001b[0m,  │          \u001b[38;5;34m0\u001b[0m │ conv1_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]  │\n│ (\u001b[38;5;33mZeroPadding2D\u001b[0m)     │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ pool1               │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ zero_padding2d_1… │\n│ (\u001b[38;5;33mMaxPooling2D\u001b[0m)      │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block1_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │        \u001b[38;5;34m256\u001b[0m │ pool1[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]       │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block1_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv2_block1_0_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block1_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │      \u001b[38;5;34m8,192\u001b[0m │ conv2_block1_0_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block1_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv2_block1_1_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block1_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv2_block1_1_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block1_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv2_block1_1_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block1_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ pool1[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m],      │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m96\u001b[0m)               │            │ conv2_block1_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block2_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │        \u001b[38;5;34m384\u001b[0m │ conv2_block1_con… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m96\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block2_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv2_block2_0_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m96\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block2_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │     \u001b[38;5;34m12,288\u001b[0m │ conv2_block2_0_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block2_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv2_block2_1_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block2_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv2_block2_1_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block2_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv2_block2_1_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block2_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv2_block1_con… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m128\u001b[0m)              │            │ conv2_block2_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block3_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv2_block2_con… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block3_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv2_block3_0_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block3_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │     \u001b[38;5;34m16,384\u001b[0m │ conv2_block3_0_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block3_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv2_block3_1_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block3_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv2_block3_1_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block3_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv2_block3_1_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block3_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv2_block2_con… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m160\u001b[0m)              │            │ conv2_block3_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block4_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │        \u001b[38;5;34m640\u001b[0m │ conv2_block3_con… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m160\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block4_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv2_block4_0_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m160\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block4_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │     \u001b[38;5;34m20,480\u001b[0m │ conv2_block4_0_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block4_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv2_block4_1_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block4_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv2_block4_1_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block4_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv2_block4_1_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block4_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv2_block3_con… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m192\u001b[0m)              │            │ conv2_block4_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block5_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │        \u001b[38;5;34m768\u001b[0m │ conv2_block4_con… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m192\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block5_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv2_block5_0_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m192\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block5_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │     \u001b[38;5;34m24,576\u001b[0m │ conv2_block5_0_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block5_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv2_block5_1_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block5_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv2_block5_1_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block5_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv2_block5_1_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block5_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv2_block4_con… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m224\u001b[0m)              │            │ conv2_block5_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block6_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │        \u001b[38;5;34m896\u001b[0m │ conv2_block5_con… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m224\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block6_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv2_block6_0_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m224\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block6_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │     \u001b[38;5;34m28,672\u001b[0m │ conv2_block6_0_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block6_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv2_block6_1_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block6_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv2_block6_1_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block6_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv2_block6_1_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block6_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv2_block5_con… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m256\u001b[0m)              │            │ conv2_block6_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ pool2_bn            │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │      \u001b[38;5;34m1,024\u001b[0m │ conv2_block6_con… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ pool2_relu          │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ pool2_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]    │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ pool2_conv (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │     \u001b[38;5;34m32,768\u001b[0m │ pool2_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]  │\n│                     │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ pool2_pool          │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ pool2_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]  │\n│ (\u001b[38;5;33mAveragePooling2D\u001b[0m)  │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block1_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ pool2_pool[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]  │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block1_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block1_0_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block1_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │     \u001b[38;5;34m16,384\u001b[0m │ conv3_block1_0_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block1_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv3_block1_1_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block1_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block1_1_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block1_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv3_block1_1_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block1_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ pool2_pool[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m], │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m160\u001b[0m)              │            │ conv3_block1_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block2_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │        \u001b[38;5;34m640\u001b[0m │ conv3_block1_con… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m160\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block2_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block2_0_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m160\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block2_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │     \u001b[38;5;34m20,480\u001b[0m │ conv3_block2_0_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block2_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv3_block2_1_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block2_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block2_1_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block2_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv3_block2_1_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block2_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block1_con… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m192\u001b[0m)              │            │ conv3_block2_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block3_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │        \u001b[38;5;34m768\u001b[0m │ conv3_block2_con… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m192\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block3_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block3_0_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m192\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block3_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │     \u001b[38;5;34m24,576\u001b[0m │ conv3_block3_0_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block3_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv3_block3_1_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block3_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block3_1_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block3_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv3_block3_1_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block3_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block2_con… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m224\u001b[0m)              │            │ conv3_block3_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block4_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │        \u001b[38;5;34m896\u001b[0m │ conv3_block3_con… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m224\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block4_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block4_0_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m224\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block4_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │     \u001b[38;5;34m28,672\u001b[0m │ conv3_block4_0_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block4_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv3_block4_1_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block4_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block4_1_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block4_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv3_block4_1_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block4_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block3_con… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m256\u001b[0m)              │            │ conv3_block4_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block5_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │      \u001b[38;5;34m1,024\u001b[0m │ conv3_block4_con… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block5_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block5_0_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block5_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │     \u001b[38;5;34m32,768\u001b[0m │ conv3_block5_0_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block5_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv3_block5_1_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block5_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block5_1_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block5_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv3_block5_1_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block5_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block4_con… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m288\u001b[0m)              │            │ conv3_block5_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block6_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │      \u001b[38;5;34m1,152\u001b[0m │ conv3_block5_con… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m288\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block6_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block6_0_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m288\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block6_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv3_block6_0_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block6_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv3_block6_1_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block6_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block6_1_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block6_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv3_block6_1_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block6_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block5_con… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m320\u001b[0m)              │            │ conv3_block6_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block7_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │      \u001b[38;5;34m1,280\u001b[0m │ conv3_block6_con… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m320\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block7_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block7_0_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m320\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block7_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │     \u001b[38;5;34m40,960\u001b[0m │ conv3_block7_0_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block7_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv3_block7_1_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block7_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block7_1_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block7_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv3_block7_1_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block7_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block6_con… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m352\u001b[0m)              │            │ conv3_block7_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block8_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │      \u001b[38;5;34m1,408\u001b[0m │ conv3_block7_con… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m352\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block8_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block8_0_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m352\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block8_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │     \u001b[38;5;34m45,056\u001b[0m │ conv3_block8_0_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block8_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv3_block8_1_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block8_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block8_1_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block8_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv3_block8_1_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block8_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block7_con… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m384\u001b[0m)              │            │ conv3_block8_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block9_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │      \u001b[38;5;34m1,536\u001b[0m │ conv3_block8_con… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m384\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block9_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block9_0_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m384\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block9_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │     \u001b[38;5;34m49,152\u001b[0m │ conv3_block9_0_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block9_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv3_block9_1_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block9_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block9_1_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block9_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv3_block9_1_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block9_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block8_con… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m416\u001b[0m)              │            │ conv3_block9_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block10_0_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │      \u001b[38;5;34m1,664\u001b[0m │ conv3_block9_con… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m416\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block10_0_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block10_0_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m416\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block10_1_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │     \u001b[38;5;34m53,248\u001b[0m │ conv3_block10_0_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block10_1_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv3_block10_1_… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block10_1_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block10_1_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block10_2_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv3_block10_1_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block10_conc… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block9_con… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m448\u001b[0m)              │            │ conv3_block10_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block11_0_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │      \u001b[38;5;34m1,792\u001b[0m │ conv3_block10_co… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m448\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block11_0_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block11_0_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m448\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block11_1_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │     \u001b[38;5;34m57,344\u001b[0m │ conv3_block11_0_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block11_1_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv3_block11_1_… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block11_1_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block11_1_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block11_2_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv3_block11_1_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block11_conc… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block10_co… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m480\u001b[0m)              │            │ conv3_block11_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block12_0_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │      \u001b[38;5;34m1,920\u001b[0m │ conv3_block11_co… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m480\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block12_0_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block12_0_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m480\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block12_1_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │     \u001b[38;5;34m61,440\u001b[0m │ conv3_block12_0_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block12_1_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv3_block12_1_… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block12_1_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block12_1_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block12_2_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv3_block12_1_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block12_conc… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block11_co… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m512\u001b[0m)              │            │ conv3_block12_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ pool3_bn            │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │      \u001b[38;5;34m2,048\u001b[0m │ conv3_block12_co… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m512\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ pool3_relu          │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ pool3_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]    │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m512\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ pool3_conv (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │    \u001b[38;5;34m131,072\u001b[0m │ pool3_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]  │\n│                     │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ pool3_pool          │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ pool3_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]  │\n│ (\u001b[38;5;33mAveragePooling2D\u001b[0m)  │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block1_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │      \u001b[38;5;34m1,024\u001b[0m │ pool3_pool[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]  │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block1_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block1_0_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block1_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m32,768\u001b[0m │ conv4_block1_0_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block1_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv4_block1_1_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block1_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block1_1_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block1_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv4_block1_1_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block1_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ pool3_pool[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m], │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m288\u001b[0m)              │            │ conv4_block1_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block2_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │      \u001b[38;5;34m1,152\u001b[0m │ conv4_block1_con… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m288\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block2_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block2_0_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m288\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block2_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv4_block2_0_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block2_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv4_block2_1_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block2_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block2_1_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block2_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv4_block2_1_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block2_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block1_con… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m320\u001b[0m)              │            │ conv4_block2_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block3_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │      \u001b[38;5;34m1,280\u001b[0m │ conv4_block2_con… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m320\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block3_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block3_0_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m320\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block3_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m40,960\u001b[0m │ conv4_block3_0_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block3_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv4_block3_1_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block3_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block3_1_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block3_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv4_block3_1_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block3_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block2_con… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m352\u001b[0m)              │            │ conv4_block3_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block4_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │      \u001b[38;5;34m1,408\u001b[0m │ conv4_block3_con… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m352\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block4_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block4_0_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m352\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block4_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m45,056\u001b[0m │ conv4_block4_0_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block4_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv4_block4_1_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block4_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block4_1_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block4_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv4_block4_1_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block4_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block3_con… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m384\u001b[0m)              │            │ conv4_block4_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block5_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │      \u001b[38;5;34m1,536\u001b[0m │ conv4_block4_con… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m384\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block5_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block5_0_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m384\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block5_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m49,152\u001b[0m │ conv4_block5_0_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block5_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv4_block5_1_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block5_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block5_1_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block5_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv4_block5_1_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block5_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block4_con… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m416\u001b[0m)              │            │ conv4_block5_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block6_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │      \u001b[38;5;34m1,664\u001b[0m │ conv4_block5_con… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m416\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block6_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block6_0_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m416\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block6_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m53,248\u001b[0m │ conv4_block6_0_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block6_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv4_block6_1_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block6_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block6_1_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block6_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv4_block6_1_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block6_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block5_con… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m448\u001b[0m)              │            │ conv4_block6_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block7_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │      \u001b[38;5;34m1,792\u001b[0m │ conv4_block6_con… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m448\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block7_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block7_0_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m448\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block7_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m57,344\u001b[0m │ conv4_block7_0_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block7_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv4_block7_1_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block7_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block7_1_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block7_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv4_block7_1_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block7_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block6_con… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m480\u001b[0m)              │            │ conv4_block7_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block8_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │      \u001b[38;5;34m1,920\u001b[0m │ conv4_block7_con… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m480\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block8_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block8_0_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m480\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block8_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m61,440\u001b[0m │ conv4_block8_0_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block8_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv4_block8_1_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block8_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block8_1_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block8_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv4_block8_1_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block8_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block7_con… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m512\u001b[0m)              │            │ conv4_block8_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block9_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │      \u001b[38;5;34m2,048\u001b[0m │ conv4_block8_con… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m512\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block9_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block9_0_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m512\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block9_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m65,536\u001b[0m │ conv4_block9_0_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block9_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv4_block9_1_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block9_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block9_1_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block9_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv4_block9_1_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block9_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block8_con… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m544\u001b[0m)              │            │ conv4_block9_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block10_0_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │      \u001b[38;5;34m2,176\u001b[0m │ conv4_block9_con… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m544\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block10_0_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block10_0_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m544\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block10_1_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m69,632\u001b[0m │ conv4_block10_0_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block10_1_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv4_block10_1_… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block10_1_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block10_1_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block10_2_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv4_block10_1_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block10_conc… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block9_con… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m576\u001b[0m)              │            │ conv4_block10_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block11_0_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │      \u001b[38;5;34m2,304\u001b[0m │ conv4_block10_co… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m576\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block11_0_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block11_0_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m576\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block11_1_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m73,728\u001b[0m │ conv4_block11_0_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block11_1_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv4_block11_1_… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block11_1_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block11_1_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block11_2_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv4_block11_1_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block11_conc… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block10_co… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m608\u001b[0m)              │            │ conv4_block11_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block12_0_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │      \u001b[38;5;34m2,432\u001b[0m │ conv4_block11_co… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m608\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block12_0_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block12_0_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m608\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block12_1_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m77,824\u001b[0m │ conv4_block12_0_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block12_1_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv4_block12_1_… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block12_1_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block12_1_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block12_2_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv4_block12_1_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block12_conc… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block11_co… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m640\u001b[0m)              │            │ conv4_block12_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block13_0_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │      \u001b[38;5;34m2,560\u001b[0m │ conv4_block12_co… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m640\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block13_0_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block13_0_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m640\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block13_1_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m81,920\u001b[0m │ conv4_block13_0_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block13_1_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv4_block13_1_… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block13_1_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block13_1_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block13_2_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv4_block13_1_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block13_conc… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block12_co… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m672\u001b[0m)              │            │ conv4_block13_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block14_0_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │      \u001b[38;5;34m2,688\u001b[0m │ conv4_block13_co… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m672\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block14_0_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block14_0_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m672\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block14_1_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m86,016\u001b[0m │ conv4_block14_0_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block14_1_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv4_block14_1_… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block14_1_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block14_1_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block14_2_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv4_block14_1_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block14_conc… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block13_co… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m704\u001b[0m)              │            │ conv4_block14_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block15_0_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │      \u001b[38;5;34m2,816\u001b[0m │ conv4_block14_co… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m704\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block15_0_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block15_0_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m704\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block15_1_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m90,112\u001b[0m │ conv4_block15_0_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block15_1_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv4_block15_1_… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block15_1_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block15_1_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block15_2_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv4_block15_1_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block15_conc… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block14_co… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m736\u001b[0m)              │            │ conv4_block15_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block16_0_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │      \u001b[38;5;34m2,944\u001b[0m │ conv4_block15_co… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m736\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block16_0_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block16_0_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m736\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block16_1_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m94,208\u001b[0m │ conv4_block16_0_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block16_1_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv4_block16_1_… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block16_1_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block16_1_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block16_2_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv4_block16_1_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block16_conc… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block15_co… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m768\u001b[0m)              │            │ conv4_block16_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block17_0_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │      \u001b[38;5;34m3,072\u001b[0m │ conv4_block16_co… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m768\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block17_0_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block17_0_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m768\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block17_1_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m98,304\u001b[0m │ conv4_block17_0_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block17_1_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv4_block17_1_… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block17_1_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block17_1_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block17_2_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv4_block17_1_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block17_conc… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block16_co… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m800\u001b[0m)              │            │ conv4_block17_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block18_0_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │      \u001b[38;5;34m3,200\u001b[0m │ conv4_block17_co… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m800\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block18_0_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block18_0_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m800\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block18_1_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │    \u001b[38;5;34m102,400\u001b[0m │ conv4_block18_0_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block18_1_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv4_block18_1_… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block18_1_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block18_1_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block18_2_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv4_block18_1_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block18_conc… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block17_co… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m832\u001b[0m)              │            │ conv4_block18_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block19_0_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │      \u001b[38;5;34m3,328\u001b[0m │ conv4_block18_co… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m832\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block19_0_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block19_0_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m832\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block19_1_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │    \u001b[38;5;34m106,496\u001b[0m │ conv4_block19_0_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block19_1_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv4_block19_1_… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block19_1_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block19_1_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block19_2_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv4_block19_1_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block19_conc… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block18_co… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m864\u001b[0m)              │            │ conv4_block19_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block20_0_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │      \u001b[38;5;34m3,456\u001b[0m │ conv4_block19_co… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m864\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block20_0_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block20_0_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m864\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block20_1_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │    \u001b[38;5;34m110,592\u001b[0m │ conv4_block20_0_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block20_1_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv4_block20_1_… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block20_1_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block20_1_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block20_2_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv4_block20_1_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block20_conc… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block19_co… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m896\u001b[0m)              │            │ conv4_block20_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block21_0_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │      \u001b[38;5;34m3,584\u001b[0m │ conv4_block20_co… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m896\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block21_0_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block21_0_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m896\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block21_1_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │    \u001b[38;5;34m114,688\u001b[0m │ conv4_block21_0_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block21_1_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv4_block21_1_… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block21_1_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block21_1_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block21_2_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv4_block21_1_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block21_conc… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block20_co… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m928\u001b[0m)              │            │ conv4_block21_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block22_0_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │      \u001b[38;5;34m3,712\u001b[0m │ conv4_block21_co… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m928\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block22_0_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block22_0_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m928\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block22_1_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │    \u001b[38;5;34m118,784\u001b[0m │ conv4_block22_0_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block22_1_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv4_block22_1_… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block22_1_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block22_1_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block22_2_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv4_block22_1_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block22_conc… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block21_co… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m960\u001b[0m)              │            │ conv4_block22_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block23_0_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │      \u001b[38;5;34m3,840\u001b[0m │ conv4_block22_co… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m960\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block23_0_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block23_0_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m960\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block23_1_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │    \u001b[38;5;34m122,880\u001b[0m │ conv4_block23_0_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block23_1_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv4_block23_1_… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block23_1_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block23_1_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block23_2_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv4_block23_1_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block23_conc… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block22_co… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m992\u001b[0m)              │            │ conv4_block23_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block24_0_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │      \u001b[38;5;34m3,968\u001b[0m │ conv4_block23_co… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m992\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block24_0_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block24_0_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m992\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block24_1_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │    \u001b[38;5;34m126,976\u001b[0m │ conv4_block24_0_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block24_1_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv4_block24_1_… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block24_1_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block24_1_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block24_2_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv4_block24_1_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block24_conc… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block23_co… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m1024\u001b[0m)             │            │ conv4_block24_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ pool4_bn            │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │      \u001b[38;5;34m4,096\u001b[0m │ conv4_block24_co… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ pool4_relu          │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ pool4_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]    │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ pool4_conv (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │    \u001b[38;5;34m524,288\u001b[0m │ pool4_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]  │\n│                     │ \u001b[38;5;34m512\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ pool4_pool          │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m512\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ pool4_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]  │\n│ (\u001b[38;5;33mAveragePooling2D\u001b[0m)  │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block1_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m512\u001b[0m) │      \u001b[38;5;34m2,048\u001b[0m │ pool4_pool[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]  │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block1_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m512\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block1_0_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block1_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │     \u001b[38;5;34m65,536\u001b[0m │ conv5_block1_0_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block1_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │        \u001b[38;5;34m512\u001b[0m │ conv5_block1_1_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block1_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block1_1_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block1_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m32\u001b[0m)  │     \u001b[38;5;34m36,864\u001b[0m │ conv5_block1_1_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block1_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m544\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ pool4_pool[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m], │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │                   │            │ conv5_block1_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block2_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m544\u001b[0m) │      \u001b[38;5;34m2,176\u001b[0m │ conv5_block1_con… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block2_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m544\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block2_0_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block2_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │     \u001b[38;5;34m69,632\u001b[0m │ conv5_block2_0_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block2_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │        \u001b[38;5;34m512\u001b[0m │ conv5_block2_1_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block2_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block2_1_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block2_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m32\u001b[0m)  │     \u001b[38;5;34m36,864\u001b[0m │ conv5_block2_1_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block2_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m576\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block1_con… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │                   │            │ conv5_block2_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block3_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m576\u001b[0m) │      \u001b[38;5;34m2,304\u001b[0m │ conv5_block2_con… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block3_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m576\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block3_0_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block3_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │     \u001b[38;5;34m73,728\u001b[0m │ conv5_block3_0_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block3_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │        \u001b[38;5;34m512\u001b[0m │ conv5_block3_1_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block3_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block3_1_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block3_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m32\u001b[0m)  │     \u001b[38;5;34m36,864\u001b[0m │ conv5_block3_1_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block3_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m608\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block2_con… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │                   │            │ conv5_block3_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block4_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m608\u001b[0m) │      \u001b[38;5;34m2,432\u001b[0m │ conv5_block3_con… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block4_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m608\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block4_0_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block4_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │     \u001b[38;5;34m77,824\u001b[0m │ conv5_block4_0_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block4_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │        \u001b[38;5;34m512\u001b[0m │ conv5_block4_1_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block4_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block4_1_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block4_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m32\u001b[0m)  │     \u001b[38;5;34m36,864\u001b[0m │ conv5_block4_1_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block4_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m640\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block3_con… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │                   │            │ conv5_block4_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block5_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m640\u001b[0m) │      \u001b[38;5;34m2,560\u001b[0m │ conv5_block4_con… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block5_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m640\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block5_0_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block5_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │     \u001b[38;5;34m81,920\u001b[0m │ conv5_block5_0_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block5_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │        \u001b[38;5;34m512\u001b[0m │ conv5_block5_1_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block5_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block5_1_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block5_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m32\u001b[0m)  │     \u001b[38;5;34m36,864\u001b[0m │ conv5_block5_1_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block5_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m672\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block4_con… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │                   │            │ conv5_block5_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block6_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m672\u001b[0m) │      \u001b[38;5;34m2,688\u001b[0m │ conv5_block5_con… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block6_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m672\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block6_0_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block6_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │     \u001b[38;5;34m86,016\u001b[0m │ conv5_block6_0_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block6_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │        \u001b[38;5;34m512\u001b[0m │ conv5_block6_1_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block6_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block6_1_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block6_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m32\u001b[0m)  │     \u001b[38;5;34m36,864\u001b[0m │ conv5_block6_1_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block6_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m704\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block5_con… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │                   │            │ conv5_block6_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block7_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m704\u001b[0m) │      \u001b[38;5;34m2,816\u001b[0m │ conv5_block6_con… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block7_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m704\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block7_0_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block7_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │     \u001b[38;5;34m90,112\u001b[0m │ conv5_block7_0_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block7_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │        \u001b[38;5;34m512\u001b[0m │ conv5_block7_1_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block7_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block7_1_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block7_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m32\u001b[0m)  │     \u001b[38;5;34m36,864\u001b[0m │ conv5_block7_1_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block7_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m736\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block6_con… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │                   │            │ conv5_block7_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block8_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m736\u001b[0m) │      \u001b[38;5;34m2,944\u001b[0m │ conv5_block7_con… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block8_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m736\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block8_0_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block8_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │     \u001b[38;5;34m94,208\u001b[0m │ conv5_block8_0_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block8_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │        \u001b[38;5;34m512\u001b[0m │ conv5_block8_1_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block8_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block8_1_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block8_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m32\u001b[0m)  │     \u001b[38;5;34m36,864\u001b[0m │ conv5_block8_1_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block8_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m768\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block7_con… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │                   │            │ conv5_block8_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block9_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m768\u001b[0m) │      \u001b[38;5;34m3,072\u001b[0m │ conv5_block8_con… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block9_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m768\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block9_0_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block9_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │     \u001b[38;5;34m98,304\u001b[0m │ conv5_block9_0_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block9_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │        \u001b[38;5;34m512\u001b[0m │ conv5_block9_1_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block9_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block9_1_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block9_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m32\u001b[0m)  │     \u001b[38;5;34m36,864\u001b[0m │ conv5_block9_1_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block9_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m800\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block8_con… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │                   │            │ conv5_block9_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block10_0_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m800\u001b[0m) │      \u001b[38;5;34m3,200\u001b[0m │ conv5_block9_con… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block10_0_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m800\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block10_0_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block10_1_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │    \u001b[38;5;34m102,400\u001b[0m │ conv5_block10_0_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block10_1_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │        \u001b[38;5;34m512\u001b[0m │ conv5_block10_1_… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block10_1_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block10_1_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block10_2_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m32\u001b[0m)  │     \u001b[38;5;34m36,864\u001b[0m │ conv5_block10_1_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block10_conc… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m832\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block9_con… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │                   │            │ conv5_block10_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block11_0_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m832\u001b[0m) │      \u001b[38;5;34m3,328\u001b[0m │ conv5_block10_co… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block11_0_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m832\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block11_0_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block11_1_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │    \u001b[38;5;34m106,496\u001b[0m │ conv5_block11_0_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block11_1_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │        \u001b[38;5;34m512\u001b[0m │ conv5_block11_1_… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block11_1_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block11_1_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block11_2_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m32\u001b[0m)  │     \u001b[38;5;34m36,864\u001b[0m │ conv5_block11_1_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block11_conc… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m864\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block10_co… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │                   │            │ conv5_block11_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block12_0_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m864\u001b[0m) │      \u001b[38;5;34m3,456\u001b[0m │ conv5_block11_co… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block12_0_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m864\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block12_0_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block12_1_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │    \u001b[38;5;34m110,592\u001b[0m │ conv5_block12_0_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block12_1_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │        \u001b[38;5;34m512\u001b[0m │ conv5_block12_1_… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block12_1_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block12_1_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block12_2_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m32\u001b[0m)  │     \u001b[38;5;34m36,864\u001b[0m │ conv5_block12_1_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block12_conc… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m896\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block11_co… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │                   │            │ conv5_block12_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block13_0_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m896\u001b[0m) │      \u001b[38;5;34m3,584\u001b[0m │ conv5_block12_co… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block13_0_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m896\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block13_0_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block13_1_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │    \u001b[38;5;34m114,688\u001b[0m │ conv5_block13_0_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block13_1_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │        \u001b[38;5;34m512\u001b[0m │ conv5_block13_1_… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block13_1_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block13_1_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block13_2_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m32\u001b[0m)  │     \u001b[38;5;34m36,864\u001b[0m │ conv5_block13_1_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block13_conc… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m928\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block12_co… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │                   │            │ conv5_block13_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block14_0_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m928\u001b[0m) │      \u001b[38;5;34m3,712\u001b[0m │ conv5_block13_co… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block14_0_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m928\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block14_0_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block14_1_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │    \u001b[38;5;34m118,784\u001b[0m │ conv5_block14_0_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block14_1_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │        \u001b[38;5;34m512\u001b[0m │ conv5_block14_1_… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block14_1_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block14_1_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block14_2_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m32\u001b[0m)  │     \u001b[38;5;34m36,864\u001b[0m │ conv5_block14_1_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block14_conc… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m960\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block13_co… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │                   │            │ conv5_block14_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block15_0_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m960\u001b[0m) │      \u001b[38;5;34m3,840\u001b[0m │ conv5_block14_co… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block15_0_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m960\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block15_0_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block15_1_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │    \u001b[38;5;34m122,880\u001b[0m │ conv5_block15_0_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block15_1_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │        \u001b[38;5;34m512\u001b[0m │ conv5_block15_1_… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block15_1_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block15_1_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block15_2_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m32\u001b[0m)  │     \u001b[38;5;34m36,864\u001b[0m │ conv5_block15_1_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block15_conc… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m992\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block14_co… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │                   │            │ conv5_block15_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block16_0_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m992\u001b[0m) │      \u001b[38;5;34m3,968\u001b[0m │ conv5_block15_co… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block16_0_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m992\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block16_0_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block16_1_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │    \u001b[38;5;34m126,976\u001b[0m │ conv5_block16_0_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block16_1_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │        \u001b[38;5;34m512\u001b[0m │ conv5_block16_1_… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block16_1_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block16_1_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block16_2_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m32\u001b[0m)  │     \u001b[38;5;34m36,864\u001b[0m │ conv5_block16_1_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block16_conc… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m,      │          \u001b[38;5;34m0\u001b[0m │ conv5_block15_co… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m1024\u001b[0m)             │            │ conv5_block16_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ bn                  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m,      │      \u001b[38;5;34m4,096\u001b[0m │ conv5_block16_co… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ relu (\u001b[38;5;33mActivation\u001b[0m)   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m,      │          \u001b[38;5;34m0\u001b[0m │ bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]          │\n│                     │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ global_average_poo… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1024\u001b[0m)      │          \u001b[38;5;34m0\u001b[0m │ relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]        │\n│ (\u001b[38;5;33mGlobalAveragePool…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ dense_6 (\u001b[38;5;33mDense\u001b[0m)     │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m256\u001b[0m)       │    \u001b[38;5;34m262,400\u001b[0m │ global_average_p… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ dropout_3 (\u001b[38;5;33mDropout\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m256\u001b[0m)       │          \u001b[38;5;34m0\u001b[0m │ dense_6[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]     │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ dense_7 (\u001b[38;5;33mDense\u001b[0m)     │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m4\u001b[0m)         │      \u001b[38;5;34m1,028\u001b[0m │ dropout_3[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]   │\n└─────────────────────┴───────────────────┴────────────┴───────────────────┘\n","text/html":"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">┏━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┓\n┃<span style=\"font-weight: bold\"> Layer (type)        </span>┃<span style=\"font-weight: bold\"> Output Shape      </span>┃<span style=\"font-weight: bold\">    Param # </span>┃<span style=\"font-weight: bold\"> Connected to      </span>┃\n┡━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━┩\n│ input_layer_3       │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">224</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">224</span>,  │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ -                 │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">InputLayer</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">3</span>)                │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ zero_padding2d      │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">230</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">230</span>,  │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ input_layer_3[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">ZeroPadding2D</span>)     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">3</span>)                │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv1_conv (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">112</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">112</span>,  │      <span style=\"color: #00af00; text-decoration-color: #00af00\">9,408</span> │ zero_padding2d[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>… │\n│                     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv1_bn            │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">112</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">112</span>,  │        <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span> │ conv1_conv[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]  │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv1_relu          │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">112</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">112</span>,  │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv1_bn[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]    │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ zero_padding2d_1    │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">114</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">114</span>,  │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv1_relu[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]  │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">ZeroPadding2D</span>)     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ pool1               │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ zero_padding2d_1… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">MaxPooling2D</span>)      │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block1_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span> │ pool1[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]       │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block1_0_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv2_block1_0_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block1_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">8,192</span> │ conv2_block1_0_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block1_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv2_block1_1_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block1_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv2_block1_1_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block1_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv2_block1_1_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block1_concat │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ pool1[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>],      │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">96</span>)               │            │ conv2_block1_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block2_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">384</span> │ conv2_block1_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">96</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block2_0_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv2_block2_0_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">96</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block2_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">12,288</span> │ conv2_block2_0_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block2_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv2_block2_1_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block2_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv2_block2_1_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block2_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv2_block2_1_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block2_concat │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv2_block1_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │ conv2_block2_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block3_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv2_block2_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block3_0_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv2_block3_0_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block3_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">16,384</span> │ conv2_block3_0_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block3_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv2_block3_1_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block3_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv2_block3_1_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block3_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv2_block3_1_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block3_concat │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv2_block2_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">160</span>)              │            │ conv2_block3_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block4_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">640</span> │ conv2_block3_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">160</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block4_0_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv2_block4_0_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">160</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block4_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">20,480</span> │ conv2_block4_0_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block4_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv2_block4_1_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block4_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv2_block4_1_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block4_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv2_block4_1_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block4_concat │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv2_block3_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">192</span>)              │            │ conv2_block4_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block5_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">768</span> │ conv2_block4_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">192</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block5_0_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv2_block5_0_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">192</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block5_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">24,576</span> │ conv2_block5_0_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block5_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv2_block5_1_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block5_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv2_block5_1_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block5_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv2_block5_1_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block5_concat │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv2_block4_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">224</span>)              │            │ conv2_block5_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block6_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">896</span> │ conv2_block5_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">224</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block6_0_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv2_block6_0_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">224</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block6_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">28,672</span> │ conv2_block6_0_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block6_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv2_block6_1_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block6_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv2_block6_1_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block6_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv2_block6_1_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block6_concat │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv2_block5_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │ conv2_block6_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ pool2_bn            │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,024</span> │ conv2_block6_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ pool2_relu          │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ pool2_bn[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]    │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ pool2_conv (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">32,768</span> │ pool2_relu[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]  │\n│                     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ pool2_pool          │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ pool2_conv[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]  │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">AveragePooling2D</span>)  │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block1_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ pool2_pool[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]  │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block1_0_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block1_0_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block1_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">16,384</span> │ conv3_block1_0_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block1_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv3_block1_1_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block1_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block1_1_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block1_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv3_block1_1_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block1_concat │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ pool2_pool[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>], │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">160</span>)              │            │ conv3_block1_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block2_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">640</span> │ conv3_block1_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">160</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block2_0_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block2_0_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">160</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block2_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">20,480</span> │ conv3_block2_0_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block2_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv3_block2_1_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block2_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block2_1_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block2_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv3_block2_1_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block2_concat │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block1_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">192</span>)              │            │ conv3_block2_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block3_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">768</span> │ conv3_block2_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">192</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block3_0_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block3_0_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">192</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block3_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">24,576</span> │ conv3_block3_0_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block3_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv3_block3_1_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block3_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block3_1_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block3_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv3_block3_1_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block3_concat │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block2_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">224</span>)              │            │ conv3_block3_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block4_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">896</span> │ conv3_block3_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">224</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block4_0_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block4_0_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">224</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block4_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">28,672</span> │ conv3_block4_0_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block4_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv3_block4_1_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block4_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block4_1_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block4_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv3_block4_1_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block4_concat │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block3_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │ conv3_block4_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block5_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,024</span> │ conv3_block4_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block5_0_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block5_0_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block5_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">32,768</span> │ conv3_block5_0_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block5_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv3_block5_1_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block5_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block5_1_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block5_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv3_block5_1_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block5_concat │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block4_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">288</span>)              │            │ conv3_block5_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block6_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,152</span> │ conv3_block5_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">288</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block6_0_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block6_0_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">288</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block6_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv3_block6_0_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block6_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv3_block6_1_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block6_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block6_1_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block6_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv3_block6_1_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block6_concat │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block5_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">320</span>)              │            │ conv3_block6_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block7_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,280</span> │ conv3_block6_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">320</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block7_0_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block7_0_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">320</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block7_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">40,960</span> │ conv3_block7_0_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block7_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv3_block7_1_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block7_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block7_1_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block7_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv3_block7_1_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block7_concat │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block6_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">352</span>)              │            │ conv3_block7_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block8_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,408</span> │ conv3_block7_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">352</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block8_0_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block8_0_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">352</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block8_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">45,056</span> │ conv3_block8_0_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block8_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv3_block8_1_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block8_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block8_1_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block8_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv3_block8_1_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block8_concat │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block7_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">384</span>)              │            │ conv3_block8_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block9_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,536</span> │ conv3_block8_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">384</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block9_0_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block9_0_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">384</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block9_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">49,152</span> │ conv3_block9_0_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block9_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv3_block9_1_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block9_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block9_1_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block9_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv3_block9_1_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block9_concat │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block8_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">416</span>)              │            │ conv3_block9_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block10_0_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,664</span> │ conv3_block9_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">416</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block10_0_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block10_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">416</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block10_1_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">53,248</span> │ conv3_block10_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block10_1_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv3_block10_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block10_1_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block10_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block10_2_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv3_block10_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block10_conc… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block9_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">448</span>)              │            │ conv3_block10_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block11_0_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,792</span> │ conv3_block10_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">448</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block11_0_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block11_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">448</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block11_1_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">57,344</span> │ conv3_block11_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block11_1_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv3_block11_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block11_1_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block11_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block11_2_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv3_block11_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block11_conc… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block10_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">480</span>)              │            │ conv3_block11_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block12_0_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,920</span> │ conv3_block11_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">480</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block12_0_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block12_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">480</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block12_1_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">61,440</span> │ conv3_block12_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block12_1_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv3_block12_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block12_1_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block12_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block12_2_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv3_block12_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block12_conc… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block11_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │ conv3_block12_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ pool3_bn            │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,048</span> │ conv3_block12_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ pool3_relu          │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ pool3_bn[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]    │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ pool3_conv (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │    <span style=\"color: #00af00; text-decoration-color: #00af00\">131,072</span> │ pool3_relu[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]  │\n│                     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ pool3_pool          │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ pool3_conv[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]  │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">AveragePooling2D</span>)  │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block1_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,024</span> │ pool3_pool[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]  │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block1_0_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block1_0_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block1_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">32,768</span> │ conv4_block1_0_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block1_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv4_block1_1_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block1_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block1_1_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block1_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv4_block1_1_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block1_concat │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ pool3_pool[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>], │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">288</span>)              │            │ conv4_block1_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block2_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,152</span> │ conv4_block1_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">288</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block2_0_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block2_0_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">288</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block2_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv4_block2_0_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block2_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv4_block2_1_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block2_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block2_1_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block2_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv4_block2_1_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block2_concat │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block1_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">320</span>)              │            │ conv4_block2_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block3_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,280</span> │ conv4_block2_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">320</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block3_0_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block3_0_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">320</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block3_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">40,960</span> │ conv4_block3_0_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block3_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv4_block3_1_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block3_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block3_1_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block3_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv4_block3_1_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block3_concat │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block2_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">352</span>)              │            │ conv4_block3_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block4_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,408</span> │ conv4_block3_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">352</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block4_0_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block4_0_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">352</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block4_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">45,056</span> │ conv4_block4_0_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block4_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv4_block4_1_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block4_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block4_1_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block4_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv4_block4_1_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block4_concat │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block3_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">384</span>)              │            │ conv4_block4_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block5_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,536</span> │ conv4_block4_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">384</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block5_0_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block5_0_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">384</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block5_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">49,152</span> │ conv4_block5_0_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block5_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv4_block5_1_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block5_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block5_1_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block5_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv4_block5_1_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block5_concat │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block4_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">416</span>)              │            │ conv4_block5_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block6_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,664</span> │ conv4_block5_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">416</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block6_0_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block6_0_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">416</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block6_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">53,248</span> │ conv4_block6_0_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block6_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv4_block6_1_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block6_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block6_1_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block6_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv4_block6_1_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block6_concat │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block5_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">448</span>)              │            │ conv4_block6_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block7_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,792</span> │ conv4_block6_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">448</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block7_0_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block7_0_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">448</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block7_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">57,344</span> │ conv4_block7_0_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block7_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv4_block7_1_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block7_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block7_1_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block7_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv4_block7_1_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block7_concat │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block6_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">480</span>)              │            │ conv4_block7_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block8_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,920</span> │ conv4_block7_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">480</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block8_0_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block8_0_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">480</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block8_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">61,440</span> │ conv4_block8_0_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block8_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv4_block8_1_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block8_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block8_1_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block8_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv4_block8_1_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block8_concat │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block7_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │ conv4_block8_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block9_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,048</span> │ conv4_block8_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block9_0_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block9_0_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block9_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">65,536</span> │ conv4_block9_0_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block9_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv4_block9_1_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block9_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block9_1_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block9_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv4_block9_1_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block9_concat │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block8_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">544</span>)              │            │ conv4_block9_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block10_0_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,176</span> │ conv4_block9_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">544</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block10_0_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block10_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">544</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block10_1_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">69,632</span> │ conv4_block10_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block10_1_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv4_block10_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block10_1_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block10_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block10_2_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv4_block10_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block10_conc… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block9_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">576</span>)              │            │ conv4_block10_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block11_0_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,304</span> │ conv4_block10_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">576</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block11_0_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block11_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">576</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block11_1_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">73,728</span> │ conv4_block11_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block11_1_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv4_block11_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block11_1_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block11_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block11_2_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv4_block11_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block11_conc… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block10_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">608</span>)              │            │ conv4_block11_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block12_0_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,432</span> │ conv4_block11_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">608</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block12_0_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block12_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">608</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block12_1_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">77,824</span> │ conv4_block12_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block12_1_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv4_block12_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block12_1_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block12_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block12_2_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv4_block12_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block12_conc… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block11_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">640</span>)              │            │ conv4_block12_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block13_0_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,560</span> │ conv4_block12_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">640</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block13_0_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block13_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">640</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block13_1_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">81,920</span> │ conv4_block13_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block13_1_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv4_block13_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block13_1_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block13_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block13_2_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv4_block13_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block13_conc… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block12_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">672</span>)              │            │ conv4_block13_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block14_0_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,688</span> │ conv4_block13_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">672</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block14_0_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block14_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">672</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block14_1_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">86,016</span> │ conv4_block14_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block14_1_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv4_block14_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block14_1_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block14_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block14_2_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv4_block14_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block14_conc… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block13_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">704</span>)              │            │ conv4_block14_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block15_0_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,816</span> │ conv4_block14_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">704</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block15_0_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block15_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">704</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block15_1_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">90,112</span> │ conv4_block15_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block15_1_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv4_block15_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block15_1_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block15_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block15_2_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv4_block15_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block15_conc… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block14_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">736</span>)              │            │ conv4_block15_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block16_0_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,944</span> │ conv4_block15_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">736</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block16_0_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block16_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">736</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block16_1_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">94,208</span> │ conv4_block16_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block16_1_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv4_block16_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block16_1_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block16_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block16_2_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv4_block16_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block16_conc… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block15_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">768</span>)              │            │ conv4_block16_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block17_0_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">3,072</span> │ conv4_block16_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">768</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block17_0_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block17_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">768</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block17_1_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">98,304</span> │ conv4_block17_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block17_1_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv4_block17_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block17_1_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block17_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block17_2_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv4_block17_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block17_conc… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block16_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">800</span>)              │            │ conv4_block17_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block18_0_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">3,200</span> │ conv4_block17_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">800</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block18_0_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block18_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">800</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block18_1_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │    <span style=\"color: #00af00; text-decoration-color: #00af00\">102,400</span> │ conv4_block18_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block18_1_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv4_block18_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block18_1_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block18_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block18_2_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv4_block18_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block18_conc… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block17_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">832</span>)              │            │ conv4_block18_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block19_0_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">3,328</span> │ conv4_block18_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">832</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block19_0_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block19_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">832</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block19_1_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │    <span style=\"color: #00af00; text-decoration-color: #00af00\">106,496</span> │ conv4_block19_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block19_1_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv4_block19_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block19_1_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block19_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block19_2_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv4_block19_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block19_conc… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block18_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">864</span>)              │            │ conv4_block19_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block20_0_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">3,456</span> │ conv4_block19_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">864</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block20_0_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block20_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">864</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block20_1_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │    <span style=\"color: #00af00; text-decoration-color: #00af00\">110,592</span> │ conv4_block20_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block20_1_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv4_block20_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block20_1_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block20_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block20_2_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv4_block20_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block20_conc… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block19_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">896</span>)              │            │ conv4_block20_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block21_0_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">3,584</span> │ conv4_block20_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">896</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block21_0_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block21_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">896</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block21_1_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │    <span style=\"color: #00af00; text-decoration-color: #00af00\">114,688</span> │ conv4_block21_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block21_1_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv4_block21_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block21_1_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block21_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block21_2_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv4_block21_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block21_conc… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block20_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">928</span>)              │            │ conv4_block21_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block22_0_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">3,712</span> │ conv4_block21_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">928</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block22_0_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block22_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">928</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block22_1_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │    <span style=\"color: #00af00; text-decoration-color: #00af00\">118,784</span> │ conv4_block22_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block22_1_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv4_block22_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block22_1_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block22_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block22_2_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv4_block22_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block22_conc… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block21_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">960</span>)              │            │ conv4_block22_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block23_0_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">3,840</span> │ conv4_block22_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">960</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block23_0_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block23_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">960</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block23_1_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │    <span style=\"color: #00af00; text-decoration-color: #00af00\">122,880</span> │ conv4_block23_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block23_1_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv4_block23_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block23_1_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block23_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block23_2_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv4_block23_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block23_conc… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block22_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">992</span>)              │            │ conv4_block23_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block24_0_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">3,968</span> │ conv4_block23_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">992</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block24_0_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block24_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">992</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block24_1_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │    <span style=\"color: #00af00; text-decoration-color: #00af00\">126,976</span> │ conv4_block24_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block24_1_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv4_block24_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block24_1_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block24_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block24_2_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv4_block24_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block24_conc… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block23_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │ conv4_block24_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ pool4_bn            │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">4,096</span> │ conv4_block24_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ pool4_relu          │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ pool4_bn[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]    │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ pool4_conv (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │    <span style=\"color: #00af00; text-decoration-color: #00af00\">524,288</span> │ pool4_relu[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]  │\n│                     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ pool4_pool          │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ pool4_conv[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]  │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">AveragePooling2D</span>)  │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block1_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>) │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,048</span> │ pool4_pool[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]  │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block1_0_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block1_0_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block1_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │     <span style=\"color: #00af00; text-decoration-color: #00af00\">65,536</span> │ conv5_block1_0_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block1_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv5_block1_1_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block1_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block1_1_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block1_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)  │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv5_block1_1_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block1_concat │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">544</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ pool4_pool[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>], │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │                   │            │ conv5_block1_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block2_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">544</span>) │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,176</span> │ conv5_block1_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block2_0_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">544</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block2_0_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block2_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │     <span style=\"color: #00af00; text-decoration-color: #00af00\">69,632</span> │ conv5_block2_0_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block2_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv5_block2_1_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block2_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block2_1_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block2_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)  │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv5_block2_1_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block2_concat │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">576</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block1_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │                   │            │ conv5_block2_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block3_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">576</span>) │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,304</span> │ conv5_block2_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block3_0_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">576</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block3_0_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block3_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │     <span style=\"color: #00af00; text-decoration-color: #00af00\">73,728</span> │ conv5_block3_0_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block3_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv5_block3_1_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block3_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block3_1_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block3_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)  │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv5_block3_1_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block3_concat │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">608</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block2_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │                   │            │ conv5_block3_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block4_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">608</span>) │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,432</span> │ conv5_block3_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block4_0_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">608</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block4_0_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block4_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │     <span style=\"color: #00af00; text-decoration-color: #00af00\">77,824</span> │ conv5_block4_0_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block4_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv5_block4_1_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block4_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block4_1_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block4_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)  │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv5_block4_1_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block4_concat │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">640</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block3_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │                   │            │ conv5_block4_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block5_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">640</span>) │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,560</span> │ conv5_block4_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block5_0_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">640</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block5_0_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block5_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │     <span style=\"color: #00af00; text-decoration-color: #00af00\">81,920</span> │ conv5_block5_0_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block5_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv5_block5_1_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block5_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block5_1_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block5_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)  │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv5_block5_1_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block5_concat │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">672</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block4_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │                   │            │ conv5_block5_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block6_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">672</span>) │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,688</span> │ conv5_block5_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block6_0_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">672</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block6_0_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block6_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │     <span style=\"color: #00af00; text-decoration-color: #00af00\">86,016</span> │ conv5_block6_0_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block6_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv5_block6_1_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block6_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block6_1_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block6_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)  │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv5_block6_1_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block6_concat │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">704</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block5_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │                   │            │ conv5_block6_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block7_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">704</span>) │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,816</span> │ conv5_block6_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block7_0_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">704</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block7_0_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block7_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │     <span style=\"color: #00af00; text-decoration-color: #00af00\">90,112</span> │ conv5_block7_0_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block7_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv5_block7_1_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block7_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block7_1_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block7_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)  │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv5_block7_1_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block7_concat │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">736</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block6_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │                   │            │ conv5_block7_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block8_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">736</span>) │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,944</span> │ conv5_block7_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block8_0_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">736</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block8_0_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block8_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │     <span style=\"color: #00af00; text-decoration-color: #00af00\">94,208</span> │ conv5_block8_0_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block8_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv5_block8_1_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block8_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block8_1_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block8_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)  │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv5_block8_1_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block8_concat │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">768</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block7_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │                   │            │ conv5_block8_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block9_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">768</span>) │      <span style=\"color: #00af00; text-decoration-color: #00af00\">3,072</span> │ conv5_block8_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block9_0_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">768</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block9_0_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block9_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │     <span style=\"color: #00af00; text-decoration-color: #00af00\">98,304</span> │ conv5_block9_0_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block9_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv5_block9_1_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block9_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block9_1_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block9_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)  │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv5_block9_1_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block9_concat │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">800</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block8_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │                   │            │ conv5_block9_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block10_0_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">800</span>) │      <span style=\"color: #00af00; text-decoration-color: #00af00\">3,200</span> │ conv5_block9_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block10_0_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">800</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block10_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block10_1_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │    <span style=\"color: #00af00; text-decoration-color: #00af00\">102,400</span> │ conv5_block10_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block10_1_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv5_block10_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block10_1_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block10_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block10_2_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)  │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv5_block10_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block10_conc… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">832</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block9_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │                   │            │ conv5_block10_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block11_0_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">832</span>) │      <span style=\"color: #00af00; text-decoration-color: #00af00\">3,328</span> │ conv5_block10_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block11_0_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">832</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block11_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block11_1_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │    <span style=\"color: #00af00; text-decoration-color: #00af00\">106,496</span> │ conv5_block11_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block11_1_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv5_block11_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block11_1_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block11_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block11_2_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)  │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv5_block11_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block11_conc… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">864</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block10_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │                   │            │ conv5_block11_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block12_0_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">864</span>) │      <span style=\"color: #00af00; text-decoration-color: #00af00\">3,456</span> │ conv5_block11_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block12_0_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">864</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block12_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block12_1_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │    <span style=\"color: #00af00; text-decoration-color: #00af00\">110,592</span> │ conv5_block12_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block12_1_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv5_block12_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block12_1_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block12_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block12_2_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)  │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv5_block12_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block12_conc… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">896</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block11_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │                   │            │ conv5_block12_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block13_0_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">896</span>) │      <span style=\"color: #00af00; text-decoration-color: #00af00\">3,584</span> │ conv5_block12_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block13_0_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">896</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block13_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block13_1_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │    <span style=\"color: #00af00; text-decoration-color: #00af00\">114,688</span> │ conv5_block13_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block13_1_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv5_block13_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block13_1_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block13_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block13_2_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)  │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv5_block13_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block13_conc… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">928</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block12_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │                   │            │ conv5_block13_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block14_0_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">928</span>) │      <span style=\"color: #00af00; text-decoration-color: #00af00\">3,712</span> │ conv5_block13_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block14_0_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">928</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block14_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block14_1_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │    <span style=\"color: #00af00; text-decoration-color: #00af00\">118,784</span> │ conv5_block14_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block14_1_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv5_block14_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block14_1_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block14_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block14_2_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)  │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv5_block14_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block14_conc… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">960</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block13_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │                   │            │ conv5_block14_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block15_0_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">960</span>) │      <span style=\"color: #00af00; text-decoration-color: #00af00\">3,840</span> │ conv5_block14_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block15_0_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">960</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block15_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block15_1_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │    <span style=\"color: #00af00; text-decoration-color: #00af00\">122,880</span> │ conv5_block15_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block15_1_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv5_block15_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block15_1_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block15_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block15_2_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)  │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv5_block15_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block15_conc… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">992</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block14_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │                   │            │ conv5_block15_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block16_0_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">992</span>) │      <span style=\"color: #00af00; text-decoration-color: #00af00\">3,968</span> │ conv5_block15_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block16_0_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">992</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block16_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block16_1_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │    <span style=\"color: #00af00; text-decoration-color: #00af00\">126,976</span> │ conv5_block16_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block16_1_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv5_block16_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block16_1_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block16_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block16_2_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)  │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv5_block16_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block16_conc… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>,      │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block15_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │ conv5_block16_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ bn                  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>,      │      <span style=\"color: #00af00; text-decoration-color: #00af00\">4,096</span> │ conv5_block16_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ relu (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>,      │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ bn[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]          │\n│                     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ global_average_poo… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)      │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ relu[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]        │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">GlobalAveragePool…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ dense_6 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dense</span>)     │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)       │    <span style=\"color: #00af00; text-decoration-color: #00af00\">262,400</span> │ global_average_p… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ dropout_3 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dropout</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)       │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ dense_6[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]     │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ dense_7 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dense</span>)     │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">4</span>)         │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,028</span> │ dropout_3[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]   │\n└─────────────────────┴───────────────────┴────────────┴───────────────────┘\n</pre>\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"\u001b[1m Total params: \u001b[0m\u001b[38;5;34m7,300,932\u001b[0m (27.85 MB)\n","text/html":"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Total params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">7,300,932</span> (27.85 MB)\n</pre>\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m263,428\u001b[0m (1.00 MB)\n","text/html":"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Trainable params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">263,428</span> (1.00 MB)\n</pre>\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m7,037,504\u001b[0m (26.85 MB)\n","text/html":"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Non-trainable params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">7,037,504</span> (26.85 MB)\n</pre>\n"},"metadata":{}}],"execution_count":6},{"cell_type":"code","source":"print(len(model4.layers))","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-02-10T09:29:06.420161Z","iopub.execute_input":"2025-02-10T09:29:06.420532Z","iopub.status.idle":"2025-02-10T09:29:06.425625Z","shell.execute_reply.started":"2025-02-10T09:29:06.420501Z","shell.execute_reply":"2025-02-10T09:29:06.424744Z"}},"outputs":[{"name":"stdout","text":"431\n","output_type":"stream"}],"execution_count":10},{"cell_type":"code","source":"# Check the shape of the images in the training generator\nbatch_train_images, _ = next(train_generator2)\nprint(f\"Train Generator - Image batch shape: {batch_train_images.shape}\")\n\n# Check the shape of the images in the validation generator\nbatch_val_images, _ = next(val_generator2)\nprint(f\"Validation Generator - Image batch shape: {batch_val_images.shape}\")\n\n# Check the shape of the images in the test generator\nbatch_test_images, _ = next(test_generator2)\nprint(f\"Test Generator - Image batch shape: {batch_test_images.shape}\")","metadata":{"execution":{"iopub.status.busy":"2024-10-13T10:24:22.743381Z","iopub.execute_input":"2024-10-13T10:24:22.744201Z","iopub.status.idle":"2024-10-13T10:24:23.022974Z","shell.execute_reply.started":"2024-10-13T10:24:22.744158Z","shell.execute_reply":"2024-10-13T10:24:23.021988Z"},"trusted":true},"outputs":[],"execution_count":null},{"cell_type":"code","source":"# Callbacks for early stopping, model checkpoint, and CSV logger\ncsv_logger = CSVLogger('/kaggle/working/DENSENET-121_model_original_images_training_results.csv', append=True)\nmc = ModelCheckpoint(filepath='/kaggle/working/DENSENET-121_trained_model_original_images.keras',\n                     monitor='val_accuracy', save_best_only=True, verbose=1)\nes = EarlyStopping(monitor='val_accuracy', patience=3, verbose=1, min_delta=0.01)\n\n# Combine callbacks\ncallbacks = [csv_logger, mc]","metadata":{"execution":{"iopub.status.busy":"2024-10-13T10:13:45.940547Z","iopub.execute_input":"2024-10-13T10:13:45.941427Z","iopub.status.idle":"2024-10-13T10:13:45.946928Z","shell.execute_reply.started":"2024-10-13T10:13:45.941385Z","shell.execute_reply":"2024-10-13T10:13:45.945894Z"},"trusted":true},"outputs":[],"execution_count":null},{"cell_type":"code","source":"# Set number of epochs\nepochs = 10\n\n# Train the model and save train/val metrics to CSV\nhistory = model4.fit(\n    train_generator1,\n    validation_data=val_generator1,\n    epochs=epochs,\n    callbacks=callbacks\n)","metadata":{"execution":{"iopub.status.busy":"2024-10-13T10:14:48.758316Z","iopub.execute_input":"2024-10-13T10:14:48.758713Z","iopub.status.idle":"2024-10-13T10:22:27.895334Z","shell.execute_reply.started":"2024-10-13T10:14:48.758676Z","shell.execute_reply":"2024-10-13T10:22:27.894503Z"},"trusted":true},"outputs":[],"execution_count":null},{"cell_type":"code","source":"saved_model_path = '/kaggle/working/DENSENET-121_trained_model_original_images.keras'\nmodel = load_model(saved_model_path)\n\n# Evaluate the model on the test data and get classification metrics\ntest_loss, test_accuracy = model.evaluate(test_generator1)\nprint(f\"Test Loss: {test_loss:.4f}, Test Accuracy: {test_accuracy:.4f}\")\n\n# Get true labels and predicted labels for the test set\nY_pred = model.predict(test_generator1)\ny_pred = np.argmax(Y_pred, axis=1)\n\n# Confusion matrix and classification report\nprint('Confusion Matrix')\nprint(confusion_matrix(test_generator1.classes, y_pred))\n\nprint('Classification Report')\ntarget_names = ['NORMAL', 'COVID', 'PNEUMONIA', 'TUBERCULOSIS']\nreport = classification_report(test_generator1.classes, y_pred, target_names=target_names, output_dict=True)\n\n# Convert classification report to dataframe and print metrics\ndf_report = pd.DataFrame(report).transpose()\nprint(df_report)\n\n# Save classification report as CSV\ndf_report.to_csv('/kaggle/working/DENSENET-121_original_image_test_classification_report.csv', index=True)","metadata":{"execution":{"iopub.status.busy":"2024-10-13T10:22:57.020726Z","iopub.execute_input":"2024-10-13T10:22:57.021146Z","iopub.status.idle":"2024-10-13T10:23:54.359192Z","shell.execute_reply.started":"2024-10-13T10:22:57.021108Z","shell.execute_reply":"2024-10-13T10:23:54.358247Z"},"trusted":true},"outputs":[],"execution_count":null},{"cell_type":"code","source":"# Callbacks for early stopping, model checkpoint, and CSV logger\ncsv_logger = CSVLogger('/kaggle/working/DENSENET-121_model_segmented_images_training_results.csv', append=True)\nmc = ModelCheckpoint(filepath='/kaggle/working/DENSENET-121_trained_model_segmented_images.keras',\n                     monitor='val_accuracy', save_best_only=True, verbose=1)\nes = EarlyStopping(monitor='val_accuracy', patience=3, verbose=1, min_delta=0.01)\n\n# Combine callbacks\ncallbacks = [csv_logger, mc]","metadata":{"execution":{"iopub.status.busy":"2024-10-13T10:24:30.117755Z","iopub.execute_input":"2024-10-13T10:24:30.118130Z","iopub.status.idle":"2024-10-13T10:24:30.124182Z","shell.execute_reply.started":"2024-10-13T10:24:30.118093Z","shell.execute_reply":"2024-10-13T10:24:30.123174Z"},"trusted":true},"outputs":[],"execution_count":null},{"cell_type":"code","source":"# Set number of epochs\nepochs = 10\n\n# Train the model and save train/val metrics to CSV\nhistory = model4.fit(\n    train_generator2,\n    validation_data=val_generator2,\n    epochs=epochs,\n    callbacks=callbacks\n)","metadata":{"execution":{"iopub.status.busy":"2024-10-13T10:24:37.056422Z","iopub.execute_input":"2024-10-13T10:24:37.057119Z","iopub.status.idle":"2024-10-13T10:30:55.161913Z","shell.execute_reply.started":"2024-10-13T10:24:37.057079Z","shell.execute_reply":"2024-10-13T10:30:55.160993Z"},"trusted":true},"outputs":[],"execution_count":null},{"cell_type":"code","source":"saved_model_path = '/kaggle/working/DENSENET-121_trained_model_segmented_images.keras'\nmodel = load_model(saved_model_path)\n\n# Evaluate the model on the test data and get classification metrics\ntest_loss, test_accuracy = model.evaluate(test_generator2)\nprint(f\"Test Loss: {test_loss:.4f}, Test Accuracy: {test_accuracy:.4f}\")\n\n# Get true labels and predicted labels for the test set\nY_pred = model.predict(test_generator2)\ny_pred = np.argmax(Y_pred, axis=1)\n\n# Confusion matrix and classification report\nprint('Confusion Matrix')\nprint(confusion_matrix(test_generator2.classes, y_pred))\n\nprint('Classification Report')\ntarget_names = ['NORMAL', 'COVID', 'PNEUMONIA', 'TUBERCULOSIS']\nreport = classification_report(test_generator2.classes, y_pred, target_names=target_names, output_dict=True)\n\n# Convert classification report to dataframe and print metrics\ndf_report = pd.DataFrame(report).transpose()\nprint(df_report)\n\n# Save classification report as CSV\ndf_report.to_csv('/kaggle/working/DENSENET-121_segmented_image_test_classification_report.csv', index=True)","metadata":{"execution":{"iopub.status.busy":"2024-10-13T10:38:24.758453Z","iopub.execute_input":"2024-10-13T10:38:24.759354Z","iopub.status.idle":"2024-10-13T10:39:15.090176Z","shell.execute_reply.started":"2024-10-13T10:38:24.759301Z","shell.execute_reply":"2024-10-13T10:39:15.089204Z"},"trusted":true},"outputs":[],"execution_count":null},{"cell_type":"code","source":"import pandas as pd\nimport matplotlib.pyplot as plt\n\n# Paths to the CSV files (make sure to update these if needed)\ncsv1 = \"/kaggle/working/DENSENET-121_model_original_images_training_results.csv\"\ncsv2 = \"/kaggle/working/DENSENET-121_model_segmented_images_training_results.csv\"\n\n# Load the CSV files into DataFrames\ndf_original = pd.read_csv(csv1)\ndf_segmented = pd.read_csv(csv2)\n\n# Set up a 2x2 subplot\nfig, axs = plt.subplots(2, 2, figsize=(12, 10))\n\n# Add a main title in the middle of the top of the figure\nfig.suptitle('DenseNet-121', fontsize=20, fontweight='bold', color='black')\n\n# Plot Accuracy\naxs[0, 0].plot(df_original['epoch'], df_original['accuracy'], label='Original Dataset', color='blue', marker='o')\naxs[0, 0].plot(df_segmented['epoch'], df_segmented['accuracy'], label='Segmented Dataset', color='red', marker='o')\naxs[0, 0].set_title('Accuracy Comparison')\naxs[0, 0].set_xlabel('Epoch')\naxs[0, 0].set_ylabel('Accuracy')\naxs[0, 0].legend()\naxs[0, 0].grid()\n\n# Plot Loss\naxs[0, 1].plot(df_original['epoch'], df_original['loss'], label='Original Dataset', color='blue', marker='o')\naxs[0, 1].plot(df_segmented['epoch'], df_segmented['loss'], label='Segmented Dataset', color='red', marker='o')\naxs[0, 1].set_title('Loss Comparison')\naxs[0, 1].set_xlabel('Epoch')\naxs[0, 1].set_ylabel('Loss')\naxs[0, 1].legend()\naxs[0, 1].grid()\n\n# Plot Validation Accuracy\naxs[1, 0].plot(df_original['epoch'], df_original['val_accuracy'], label='Original Dataset', color='blue', marker='o')\naxs[1, 0].plot(df_segmented['epoch'], df_segmented['val_accuracy'], label='Segmented Dataset', color='red', marker='o')\naxs[1, 0].set_title('Validation Accuracy Comparison')\naxs[1, 0].set_xlabel('Epoch')\naxs[1, 0].set_ylabel('Validation Accuracy')\naxs[1, 0].legend()\naxs[1, 0].grid()\n\n# Plot Validation Loss\naxs[1, 1].plot(df_original['epoch'], df_original['val_loss'], label='Original Dataset', color='blue', marker='o')\naxs[1, 1].plot(df_segmented['epoch'], df_segmented['val_loss'], label='Segmented Dataset', color='red', marker='o')\naxs[1, 1].set_title('Validation Loss Comparison')\naxs[1, 1].set_xlabel('Epoch')\naxs[1, 1].set_ylabel('Validation Loss')\naxs[1, 1].legend()\naxs[1, 1].grid()\n\n# Adjust layout to prevent overlap\nplt.tight_layout(rect=[0, 0, 1, 0.95])  # Leave space for the suptitle\n\n# Save the figure as a .png file\nplt.savefig('/kaggle/working/DenseNet-121-Comparison.png')\n\n# Show the plots\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2024-10-13T10:39:23.669093Z","iopub.execute_input":"2024-10-13T10:39:23.669458Z","iopub.status.idle":"2024-10-13T10:39:25.471526Z","shell.execute_reply.started":"2024-10-13T10:39:23.669423Z","shell.execute_reply":"2024-10-13T10:39:25.470570Z"},"trusted":true},"outputs":[],"execution_count":null},{"cell_type":"code","source":"def se_block(input_tensor, reduction_ratio=16):\n    \"\"\"\n    Squeeze-and-Excitation Block\n    Args:\n        input_tensor (tf.Tensor): input feature map tensor.\n        reduction_ratio (int): reduction ratio for bottleneck layers.\n    Returns:\n        tf.Tensor: feature map tensor with channel-wise attention.\n    \"\"\"\n    filters = input_tensor.shape[-1]  # Number of input channels\n    se_shape = (1, 1, filters)\n    \n    # Squeeze operation: global average pooling\n    se = GlobalAveragePooling2D()(input_tensor)\n    se = Reshape(se_shape)(se)\n    \n    # Excitation operation: two dense layers\n    se = Dense(filters // reduction_ratio, activation='relu')(se)\n    se = Dense(filters, activation='sigmoid')(se)\n    \n    # Scale operation: scale the input by the SE weights\n    x = Multiply()([input_tensor, se])\n    return x\n\n# Load the DenseNet-121 model with pre-trained ImageNet weights\nbase_model04 = DenseNet121(weights='/kaggle/input/densenet-121/tensorflow2/default/1/densenet121_weights_tf_dim_ordering_tf_kernels_notop.h5', \n                          include_top=False, input_shape=(224, 224, 3))\n\n# Freeze the base model's layers\nfor layer in base_model04.layers:\n    layer.trainable = False\n\n# Add SE block and new classification layers on top of the base model\nx = base_model04.output\nx = se_block(x)  # Add SE block after the base model's output\nx = GlobalAveragePooling2D()(x)  # Global average pooling\nx = Dense(256, activation='relu')(x)  # Dense layer with 256 units\nx = Dropout(0.5)(x)  # Dropout to prevent overfitting\npredictions = Dense(4, activation='softmax')(x)  # 4 output classes for classification\n\n# Final model\nmodel04 = Model(inputs=base_model04.input, outputs=predictions)\n\n# Compile the model\nmodel04.compile(optimizer='adam', loss='categorical_crossentropy', metrics=['accuracy'])\n\n# Show model summary\nmodel04.summary()","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-11-11T20:43:17.991802Z","iopub.execute_input":"2024-11-11T20:43:17.992178Z","iopub.status.idle":"2024-11-11T20:43:22.368526Z","shell.execute_reply.started":"2024-11-11T20:43:17.992142Z","shell.execute_reply":"2024-11-11T20:43:22.367583Z"}},"outputs":[{"output_type":"display_data","data":{"text/plain":"\u001b[1mModel: \"functional_1\"\u001b[0m\n","text/html":"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\">Model: \"functional_1\"</span>\n</pre>\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"┏━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┓\n┃\u001b[1m \u001b[0m\u001b[1mLayer (type)       \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mOutput Shape     \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m   Param #\u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mConnected to     \u001b[0m\u001b[1m \u001b[0m┃\n┡━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━┩\n│ input_layer         │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m224\u001b[0m, \u001b[38;5;34m224\u001b[0m,  │          \u001b[38;5;34m0\u001b[0m │ -                 │\n│ (\u001b[38;5;33mInputLayer\u001b[0m)        │ \u001b[38;5;34m3\u001b[0m)                │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ zero_padding2d      │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m230\u001b[0m, \u001b[38;5;34m230\u001b[0m,  │          \u001b[38;5;34m0\u001b[0m │ input_layer[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n│ (\u001b[38;5;33mZeroPadding2D\u001b[0m)     │ \u001b[38;5;34m3\u001b[0m)                │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv1_conv (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m,  │      \u001b[38;5;34m9,408\u001b[0m │ zero_padding2d[\u001b[38;5;34m0\u001b[0m… │\n│                     │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv1_bn            │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m,  │        \u001b[38;5;34m256\u001b[0m │ conv1_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]  │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv1_relu          │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m,  │          \u001b[38;5;34m0\u001b[0m │ conv1_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]    │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ zero_padding2d_1    │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m114\u001b[0m, \u001b[38;5;34m114\u001b[0m,  │          \u001b[38;5;34m0\u001b[0m │ conv1_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]  │\n│ (\u001b[38;5;33mZeroPadding2D\u001b[0m)     │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ pool1               │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ zero_padding2d_1… │\n│ (\u001b[38;5;33mMaxPooling2D\u001b[0m)      │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block1_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │        \u001b[38;5;34m256\u001b[0m │ pool1[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]       │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block1_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv2_block1_0_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block1_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │      \u001b[38;5;34m8,192\u001b[0m │ conv2_block1_0_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block1_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv2_block1_1_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block1_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv2_block1_1_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block1_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv2_block1_1_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block1_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ pool1[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m],      │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m96\u001b[0m)               │            │ conv2_block1_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block2_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │        \u001b[38;5;34m384\u001b[0m │ conv2_block1_con… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m96\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block2_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv2_block2_0_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m96\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block2_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │     \u001b[38;5;34m12,288\u001b[0m │ conv2_block2_0_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block2_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv2_block2_1_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block2_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv2_block2_1_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block2_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv2_block2_1_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block2_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv2_block1_con… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m128\u001b[0m)              │            │ conv2_block2_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block3_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv2_block2_con… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block3_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv2_block3_0_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block3_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │     \u001b[38;5;34m16,384\u001b[0m │ conv2_block3_0_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block3_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv2_block3_1_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block3_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv2_block3_1_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block3_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv2_block3_1_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block3_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv2_block2_con… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m160\u001b[0m)              │            │ conv2_block3_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block4_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │        \u001b[38;5;34m640\u001b[0m │ conv2_block3_con… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m160\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block4_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv2_block4_0_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m160\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block4_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │     \u001b[38;5;34m20,480\u001b[0m │ conv2_block4_0_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block4_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv2_block4_1_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block4_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv2_block4_1_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block4_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv2_block4_1_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block4_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv2_block3_con… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m192\u001b[0m)              │            │ conv2_block4_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block5_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │        \u001b[38;5;34m768\u001b[0m │ conv2_block4_con… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m192\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block5_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv2_block5_0_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m192\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block5_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │     \u001b[38;5;34m24,576\u001b[0m │ conv2_block5_0_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block5_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv2_block5_1_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block5_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv2_block5_1_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block5_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv2_block5_1_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block5_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv2_block4_con… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m224\u001b[0m)              │            │ conv2_block5_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block6_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │        \u001b[38;5;34m896\u001b[0m │ conv2_block5_con… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m224\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block6_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv2_block6_0_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m224\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block6_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │     \u001b[38;5;34m28,672\u001b[0m │ conv2_block6_0_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block6_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv2_block6_1_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block6_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv2_block6_1_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block6_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv2_block6_1_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block6_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv2_block5_con… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m256\u001b[0m)              │            │ conv2_block6_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ pool2_bn            │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │      \u001b[38;5;34m1,024\u001b[0m │ conv2_block6_con… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ pool2_relu          │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ pool2_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]    │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ pool2_conv (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │     \u001b[38;5;34m32,768\u001b[0m │ pool2_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]  │\n│                     │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ pool2_pool          │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ pool2_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]  │\n│ (\u001b[38;5;33mAveragePooling2D\u001b[0m)  │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block1_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ pool2_pool[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]  │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block1_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block1_0_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block1_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │     \u001b[38;5;34m16,384\u001b[0m │ conv3_block1_0_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block1_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv3_block1_1_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block1_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block1_1_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block1_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv3_block1_1_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block1_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ pool2_pool[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m], │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m160\u001b[0m)              │            │ conv3_block1_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block2_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │        \u001b[38;5;34m640\u001b[0m │ conv3_block1_con… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m160\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block2_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block2_0_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m160\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block2_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │     \u001b[38;5;34m20,480\u001b[0m │ conv3_block2_0_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block2_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv3_block2_1_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block2_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block2_1_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block2_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv3_block2_1_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block2_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block1_con… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m192\u001b[0m)              │            │ conv3_block2_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block3_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │        \u001b[38;5;34m768\u001b[0m │ conv3_block2_con… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m192\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block3_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block3_0_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m192\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block3_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │     \u001b[38;5;34m24,576\u001b[0m │ conv3_block3_0_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block3_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv3_block3_1_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block3_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block3_1_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block3_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv3_block3_1_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block3_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block2_con… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m224\u001b[0m)              │            │ conv3_block3_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block4_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │        \u001b[38;5;34m896\u001b[0m │ conv3_block3_con… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m224\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block4_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block4_0_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m224\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block4_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │     \u001b[38;5;34m28,672\u001b[0m │ conv3_block4_0_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block4_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv3_block4_1_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block4_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block4_1_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block4_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv3_block4_1_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block4_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block3_con… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m256\u001b[0m)              │            │ conv3_block4_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block5_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │      \u001b[38;5;34m1,024\u001b[0m │ conv3_block4_con… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block5_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block5_0_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block5_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │     \u001b[38;5;34m32,768\u001b[0m │ conv3_block5_0_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block5_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv3_block5_1_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block5_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block5_1_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block5_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv3_block5_1_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block5_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block4_con… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m288\u001b[0m)              │            │ conv3_block5_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block6_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │      \u001b[38;5;34m1,152\u001b[0m │ conv3_block5_con… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m288\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block6_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block6_0_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m288\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block6_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv3_block6_0_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block6_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv3_block6_1_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block6_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block6_1_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block6_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv3_block6_1_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block6_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block5_con… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m320\u001b[0m)              │            │ conv3_block6_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block7_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │      \u001b[38;5;34m1,280\u001b[0m │ conv3_block6_con… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m320\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block7_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block7_0_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m320\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block7_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │     \u001b[38;5;34m40,960\u001b[0m │ conv3_block7_0_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block7_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv3_block7_1_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block7_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block7_1_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block7_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv3_block7_1_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block7_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block6_con… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m352\u001b[0m)              │            │ conv3_block7_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block8_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │      \u001b[38;5;34m1,408\u001b[0m │ conv3_block7_con… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m352\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block8_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block8_0_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m352\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block8_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │     \u001b[38;5;34m45,056\u001b[0m │ conv3_block8_0_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block8_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv3_block8_1_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block8_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block8_1_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block8_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv3_block8_1_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block8_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block7_con… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m384\u001b[0m)              │            │ conv3_block8_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block9_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │      \u001b[38;5;34m1,536\u001b[0m │ conv3_block8_con… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m384\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block9_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block9_0_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m384\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block9_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │     \u001b[38;5;34m49,152\u001b[0m │ conv3_block9_0_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block9_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv3_block9_1_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block9_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block9_1_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block9_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv3_block9_1_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block9_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block8_con… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m416\u001b[0m)              │            │ conv3_block9_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block10_0_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │      \u001b[38;5;34m1,664\u001b[0m │ conv3_block9_con… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m416\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block10_0_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block10_0_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m416\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block10_1_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │     \u001b[38;5;34m53,248\u001b[0m │ conv3_block10_0_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block10_1_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv3_block10_1_… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block10_1_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block10_1_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block10_2_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv3_block10_1_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block10_conc… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block9_con… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m448\u001b[0m)              │            │ conv3_block10_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block11_0_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │      \u001b[38;5;34m1,792\u001b[0m │ conv3_block10_co… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m448\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block11_0_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block11_0_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m448\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block11_1_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │     \u001b[38;5;34m57,344\u001b[0m │ conv3_block11_0_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block11_1_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv3_block11_1_… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block11_1_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block11_1_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block11_2_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv3_block11_1_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block11_conc… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block10_co… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m480\u001b[0m)              │            │ conv3_block11_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block12_0_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │      \u001b[38;5;34m1,920\u001b[0m │ conv3_block11_co… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m480\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block12_0_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block12_0_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m480\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block12_1_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │     \u001b[38;5;34m61,440\u001b[0m │ conv3_block12_0_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block12_1_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv3_block12_1_… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block12_1_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block12_1_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block12_2_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv3_block12_1_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block12_conc… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block11_co… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m512\u001b[0m)              │            │ conv3_block12_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ pool3_bn            │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │      \u001b[38;5;34m2,048\u001b[0m │ conv3_block12_co… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m512\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ pool3_relu          │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ pool3_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]    │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m512\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ pool3_conv (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │    \u001b[38;5;34m131,072\u001b[0m │ pool3_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]  │\n│                     │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ pool3_pool          │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ pool3_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]  │\n│ (\u001b[38;5;33mAveragePooling2D\u001b[0m)  │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block1_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │      \u001b[38;5;34m1,024\u001b[0m │ pool3_pool[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]  │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block1_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block1_0_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block1_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m32,768\u001b[0m │ conv4_block1_0_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block1_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv4_block1_1_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block1_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block1_1_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block1_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv4_block1_1_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block1_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ pool3_pool[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m], │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m288\u001b[0m)              │            │ conv4_block1_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block2_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │      \u001b[38;5;34m1,152\u001b[0m │ conv4_block1_con… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m288\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block2_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block2_0_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m288\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block2_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv4_block2_0_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block2_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv4_block2_1_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block2_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block2_1_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block2_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv4_block2_1_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block2_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block1_con… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m320\u001b[0m)              │            │ conv4_block2_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block3_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │      \u001b[38;5;34m1,280\u001b[0m │ conv4_block2_con… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m320\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block3_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block3_0_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m320\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block3_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m40,960\u001b[0m │ conv4_block3_0_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block3_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv4_block3_1_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block3_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block3_1_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block3_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv4_block3_1_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block3_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block2_con… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m352\u001b[0m)              │            │ conv4_block3_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block4_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │      \u001b[38;5;34m1,408\u001b[0m │ conv4_block3_con… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m352\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block4_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block4_0_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m352\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block4_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m45,056\u001b[0m │ conv4_block4_0_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block4_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv4_block4_1_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block4_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block4_1_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block4_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv4_block4_1_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block4_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block3_con… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m384\u001b[0m)              │            │ conv4_block4_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block5_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │      \u001b[38;5;34m1,536\u001b[0m │ conv4_block4_con… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m384\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block5_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block5_0_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m384\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block5_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m49,152\u001b[0m │ conv4_block5_0_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block5_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv4_block5_1_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block5_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block5_1_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block5_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv4_block5_1_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block5_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block4_con… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m416\u001b[0m)              │            │ conv4_block5_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block6_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │      \u001b[38;5;34m1,664\u001b[0m │ conv4_block5_con… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m416\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block6_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block6_0_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m416\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block6_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m53,248\u001b[0m │ conv4_block6_0_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block6_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv4_block6_1_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block6_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block6_1_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block6_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv4_block6_1_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block6_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block5_con… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m448\u001b[0m)              │            │ conv4_block6_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block7_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │      \u001b[38;5;34m1,792\u001b[0m │ conv4_block6_con… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m448\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block7_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block7_0_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m448\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block7_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m57,344\u001b[0m │ conv4_block7_0_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block7_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv4_block7_1_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block7_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block7_1_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block7_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv4_block7_1_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block7_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block6_con… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m480\u001b[0m)              │            │ conv4_block7_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block8_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │      \u001b[38;5;34m1,920\u001b[0m │ conv4_block7_con… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m480\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block8_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block8_0_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m480\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block8_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m61,440\u001b[0m │ conv4_block8_0_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block8_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv4_block8_1_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block8_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block8_1_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block8_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv4_block8_1_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block8_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block7_con… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m512\u001b[0m)              │            │ conv4_block8_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block9_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │      \u001b[38;5;34m2,048\u001b[0m │ conv4_block8_con… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m512\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block9_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block9_0_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m512\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block9_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m65,536\u001b[0m │ conv4_block9_0_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block9_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv4_block9_1_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block9_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block9_1_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block9_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv4_block9_1_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block9_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block8_con… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m544\u001b[0m)              │            │ conv4_block9_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block10_0_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │      \u001b[38;5;34m2,176\u001b[0m │ conv4_block9_con… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m544\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block10_0_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block10_0_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m544\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block10_1_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m69,632\u001b[0m │ conv4_block10_0_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block10_1_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv4_block10_1_… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block10_1_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block10_1_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block10_2_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv4_block10_1_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block10_conc… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block9_con… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m576\u001b[0m)              │            │ conv4_block10_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block11_0_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │      \u001b[38;5;34m2,304\u001b[0m │ conv4_block10_co… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m576\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block11_0_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block11_0_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m576\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block11_1_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m73,728\u001b[0m │ conv4_block11_0_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block11_1_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv4_block11_1_… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block11_1_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block11_1_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block11_2_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv4_block11_1_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block11_conc… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block10_co… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m608\u001b[0m)              │            │ conv4_block11_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block12_0_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │      \u001b[38;5;34m2,432\u001b[0m │ conv4_block11_co… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m608\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block12_0_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block12_0_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m608\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block12_1_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m77,824\u001b[0m │ conv4_block12_0_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block12_1_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv4_block12_1_… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block12_1_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block12_1_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block12_2_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv4_block12_1_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block12_conc… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block11_co… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m640\u001b[0m)              │            │ conv4_block12_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block13_0_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │      \u001b[38;5;34m2,560\u001b[0m │ conv4_block12_co… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m640\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block13_0_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block13_0_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m640\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block13_1_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m81,920\u001b[0m │ conv4_block13_0_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block13_1_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv4_block13_1_… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block13_1_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block13_1_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block13_2_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv4_block13_1_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block13_conc… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block12_co… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m672\u001b[0m)              │            │ conv4_block13_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block14_0_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │      \u001b[38;5;34m2,688\u001b[0m │ conv4_block13_co… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m672\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block14_0_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block14_0_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m672\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block14_1_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m86,016\u001b[0m │ conv4_block14_0_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block14_1_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv4_block14_1_… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block14_1_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block14_1_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block14_2_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv4_block14_1_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block14_conc… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block13_co… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m704\u001b[0m)              │            │ conv4_block14_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block15_0_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │      \u001b[38;5;34m2,816\u001b[0m │ conv4_block14_co… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m704\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block15_0_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block15_0_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m704\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block15_1_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m90,112\u001b[0m │ conv4_block15_0_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block15_1_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv4_block15_1_… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block15_1_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block15_1_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block15_2_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv4_block15_1_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block15_conc… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block14_co… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m736\u001b[0m)              │            │ conv4_block15_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block16_0_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │      \u001b[38;5;34m2,944\u001b[0m │ conv4_block15_co… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m736\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block16_0_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block16_0_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m736\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block16_1_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m94,208\u001b[0m │ conv4_block16_0_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block16_1_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv4_block16_1_… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block16_1_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block16_1_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block16_2_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv4_block16_1_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block16_conc… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block15_co… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m768\u001b[0m)              │            │ conv4_block16_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block17_0_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │      \u001b[38;5;34m3,072\u001b[0m │ conv4_block16_co… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m768\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block17_0_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block17_0_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m768\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block17_1_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m98,304\u001b[0m │ conv4_block17_0_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block17_1_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv4_block17_1_… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block17_1_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block17_1_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block17_2_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv4_block17_1_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block17_conc… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block16_co… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m800\u001b[0m)              │            │ conv4_block17_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block18_0_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │      \u001b[38;5;34m3,200\u001b[0m │ conv4_block17_co… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m800\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block18_0_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block18_0_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m800\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block18_1_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │    \u001b[38;5;34m102,400\u001b[0m │ conv4_block18_0_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block18_1_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv4_block18_1_… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block18_1_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block18_1_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block18_2_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv4_block18_1_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block18_conc… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block17_co… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m832\u001b[0m)              │            │ conv4_block18_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block19_0_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │      \u001b[38;5;34m3,328\u001b[0m │ conv4_block18_co… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m832\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block19_0_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block19_0_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m832\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block19_1_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │    \u001b[38;5;34m106,496\u001b[0m │ conv4_block19_0_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block19_1_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv4_block19_1_… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block19_1_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block19_1_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block19_2_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv4_block19_1_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block19_conc… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block18_co… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m864\u001b[0m)              │            │ conv4_block19_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block20_0_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │      \u001b[38;5;34m3,456\u001b[0m │ conv4_block19_co… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m864\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block20_0_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block20_0_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m864\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block20_1_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │    \u001b[38;5;34m110,592\u001b[0m │ conv4_block20_0_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block20_1_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv4_block20_1_… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block20_1_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block20_1_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block20_2_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv4_block20_1_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block20_conc… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block19_co… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m896\u001b[0m)              │            │ conv4_block20_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block21_0_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │      \u001b[38;5;34m3,584\u001b[0m │ conv4_block20_co… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m896\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block21_0_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block21_0_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m896\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block21_1_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │    \u001b[38;5;34m114,688\u001b[0m │ conv4_block21_0_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block21_1_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv4_block21_1_… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block21_1_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block21_1_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block21_2_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv4_block21_1_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block21_conc… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block20_co… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m928\u001b[0m)              │            │ conv4_block21_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block22_0_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │      \u001b[38;5;34m3,712\u001b[0m │ conv4_block21_co… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m928\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block22_0_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block22_0_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m928\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block22_1_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │    \u001b[38;5;34m118,784\u001b[0m │ conv4_block22_0_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block22_1_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv4_block22_1_… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block22_1_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block22_1_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block22_2_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv4_block22_1_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block22_conc… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block21_co… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m960\u001b[0m)              │            │ conv4_block22_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block23_0_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │      \u001b[38;5;34m3,840\u001b[0m │ conv4_block22_co… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m960\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block23_0_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block23_0_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m960\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block23_1_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │    \u001b[38;5;34m122,880\u001b[0m │ conv4_block23_0_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block23_1_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv4_block23_1_… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block23_1_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block23_1_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block23_2_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv4_block23_1_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block23_conc… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block22_co… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m992\u001b[0m)              │            │ conv4_block23_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block24_0_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │      \u001b[38;5;34m3,968\u001b[0m │ conv4_block23_co… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m992\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block24_0_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block24_0_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m992\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block24_1_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │    \u001b[38;5;34m126,976\u001b[0m │ conv4_block24_0_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block24_1_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv4_block24_1_… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block24_1_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block24_1_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block24_2_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv4_block24_1_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block24_conc… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block23_co… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m1024\u001b[0m)             │            │ conv4_block24_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ pool4_bn            │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │      \u001b[38;5;34m4,096\u001b[0m │ conv4_block24_co… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ pool4_relu          │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ pool4_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]    │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ pool4_conv (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │    \u001b[38;5;34m524,288\u001b[0m │ pool4_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]  │\n│                     │ \u001b[38;5;34m512\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ pool4_pool          │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m512\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ pool4_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]  │\n│ (\u001b[38;5;33mAveragePooling2D\u001b[0m)  │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block1_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m512\u001b[0m) │      \u001b[38;5;34m2,048\u001b[0m │ pool4_pool[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]  │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block1_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m512\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block1_0_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block1_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │     \u001b[38;5;34m65,536\u001b[0m │ conv5_block1_0_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block1_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │        \u001b[38;5;34m512\u001b[0m │ conv5_block1_1_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block1_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block1_1_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block1_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m32\u001b[0m)  │     \u001b[38;5;34m36,864\u001b[0m │ conv5_block1_1_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block1_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m544\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ pool4_pool[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m], │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │                   │            │ conv5_block1_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block2_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m544\u001b[0m) │      \u001b[38;5;34m2,176\u001b[0m │ conv5_block1_con… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block2_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m544\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block2_0_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block2_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │     \u001b[38;5;34m69,632\u001b[0m │ conv5_block2_0_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block2_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │        \u001b[38;5;34m512\u001b[0m │ conv5_block2_1_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block2_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block2_1_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block2_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m32\u001b[0m)  │     \u001b[38;5;34m36,864\u001b[0m │ conv5_block2_1_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block2_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m576\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block1_con… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │                   │            │ conv5_block2_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block3_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m576\u001b[0m) │      \u001b[38;5;34m2,304\u001b[0m │ conv5_block2_con… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block3_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m576\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block3_0_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block3_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │     \u001b[38;5;34m73,728\u001b[0m │ conv5_block3_0_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block3_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │        \u001b[38;5;34m512\u001b[0m │ conv5_block3_1_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block3_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block3_1_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block3_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m32\u001b[0m)  │     \u001b[38;5;34m36,864\u001b[0m │ conv5_block3_1_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block3_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m608\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block2_con… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │                   │            │ conv5_block3_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block4_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m608\u001b[0m) │      \u001b[38;5;34m2,432\u001b[0m │ conv5_block3_con… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block4_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m608\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block4_0_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block4_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │     \u001b[38;5;34m77,824\u001b[0m │ conv5_block4_0_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block4_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │        \u001b[38;5;34m512\u001b[0m │ conv5_block4_1_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block4_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block4_1_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block4_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m32\u001b[0m)  │     \u001b[38;5;34m36,864\u001b[0m │ conv5_block4_1_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block4_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m640\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block3_con… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │                   │            │ conv5_block4_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block5_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m640\u001b[0m) │      \u001b[38;5;34m2,560\u001b[0m │ conv5_block4_con… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block5_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m640\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block5_0_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block5_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │     \u001b[38;5;34m81,920\u001b[0m │ conv5_block5_0_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block5_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │        \u001b[38;5;34m512\u001b[0m │ conv5_block5_1_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block5_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block5_1_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block5_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m32\u001b[0m)  │     \u001b[38;5;34m36,864\u001b[0m │ conv5_block5_1_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block5_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m672\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block4_con… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │                   │            │ conv5_block5_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block6_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m672\u001b[0m) │      \u001b[38;5;34m2,688\u001b[0m │ conv5_block5_con… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block6_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m672\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block6_0_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block6_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │     \u001b[38;5;34m86,016\u001b[0m │ conv5_block6_0_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block6_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │        \u001b[38;5;34m512\u001b[0m │ conv5_block6_1_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block6_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block6_1_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block6_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m32\u001b[0m)  │     \u001b[38;5;34m36,864\u001b[0m │ conv5_block6_1_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block6_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m704\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block5_con… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │                   │            │ conv5_block6_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block7_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m704\u001b[0m) │      \u001b[38;5;34m2,816\u001b[0m │ conv5_block6_con… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block7_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m704\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block7_0_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block7_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │     \u001b[38;5;34m90,112\u001b[0m │ conv5_block7_0_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block7_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │        \u001b[38;5;34m512\u001b[0m │ conv5_block7_1_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block7_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block7_1_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block7_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m32\u001b[0m)  │     \u001b[38;5;34m36,864\u001b[0m │ conv5_block7_1_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block7_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m736\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block6_con… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │                   │            │ conv5_block7_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block8_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m736\u001b[0m) │      \u001b[38;5;34m2,944\u001b[0m │ conv5_block7_con… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block8_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m736\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block8_0_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block8_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │     \u001b[38;5;34m94,208\u001b[0m │ conv5_block8_0_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block8_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │        \u001b[38;5;34m512\u001b[0m │ conv5_block8_1_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block8_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block8_1_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block8_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m32\u001b[0m)  │     \u001b[38;5;34m36,864\u001b[0m │ conv5_block8_1_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block8_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m768\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block7_con… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │                   │            │ conv5_block8_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block9_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m768\u001b[0m) │      \u001b[38;5;34m3,072\u001b[0m │ conv5_block8_con… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block9_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m768\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block9_0_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block9_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │     \u001b[38;5;34m98,304\u001b[0m │ conv5_block9_0_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block9_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │        \u001b[38;5;34m512\u001b[0m │ conv5_block9_1_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block9_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block9_1_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block9_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m32\u001b[0m)  │     \u001b[38;5;34m36,864\u001b[0m │ conv5_block9_1_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block9_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m800\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block8_con… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │                   │            │ conv5_block9_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block10_0_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m800\u001b[0m) │      \u001b[38;5;34m3,200\u001b[0m │ conv5_block9_con… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block10_0_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m800\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block10_0_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block10_1_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │    \u001b[38;5;34m102,400\u001b[0m │ conv5_block10_0_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block10_1_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │        \u001b[38;5;34m512\u001b[0m │ conv5_block10_1_… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block10_1_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block10_1_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block10_2_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m32\u001b[0m)  │     \u001b[38;5;34m36,864\u001b[0m │ conv5_block10_1_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block10_conc… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m832\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block9_con… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │                   │            │ conv5_block10_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block11_0_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m832\u001b[0m) │      \u001b[38;5;34m3,328\u001b[0m │ conv5_block10_co… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block11_0_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m832\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block11_0_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block11_1_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │    \u001b[38;5;34m106,496\u001b[0m │ conv5_block11_0_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block11_1_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │        \u001b[38;5;34m512\u001b[0m │ conv5_block11_1_… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block11_1_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block11_1_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block11_2_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m32\u001b[0m)  │     \u001b[38;5;34m36,864\u001b[0m │ conv5_block11_1_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block11_conc… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m864\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block10_co… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │                   │            │ conv5_block11_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block12_0_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m864\u001b[0m) │      \u001b[38;5;34m3,456\u001b[0m │ conv5_block11_co… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block12_0_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m864\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block12_0_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block12_1_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │    \u001b[38;5;34m110,592\u001b[0m │ conv5_block12_0_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block12_1_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │        \u001b[38;5;34m512\u001b[0m │ conv5_block12_1_… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block12_1_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block12_1_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block12_2_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m32\u001b[0m)  │     \u001b[38;5;34m36,864\u001b[0m │ conv5_block12_1_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block12_conc… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m896\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block11_co… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │                   │            │ conv5_block12_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block13_0_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m896\u001b[0m) │      \u001b[38;5;34m3,584\u001b[0m │ conv5_block12_co… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block13_0_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m896\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block13_0_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block13_1_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │    \u001b[38;5;34m114,688\u001b[0m │ conv5_block13_0_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block13_1_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │        \u001b[38;5;34m512\u001b[0m │ conv5_block13_1_… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block13_1_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block13_1_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block13_2_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m32\u001b[0m)  │     \u001b[38;5;34m36,864\u001b[0m │ conv5_block13_1_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block13_conc… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m928\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block12_co… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │                   │            │ conv5_block13_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block14_0_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m928\u001b[0m) │      \u001b[38;5;34m3,712\u001b[0m │ conv5_block13_co… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block14_0_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m928\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block14_0_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block14_1_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │    \u001b[38;5;34m118,784\u001b[0m │ conv5_block14_0_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block14_1_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │        \u001b[38;5;34m512\u001b[0m │ conv5_block14_1_… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block14_1_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block14_1_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block14_2_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m32\u001b[0m)  │     \u001b[38;5;34m36,864\u001b[0m │ conv5_block14_1_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block14_conc… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m960\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block13_co… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │                   │            │ conv5_block14_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block15_0_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m960\u001b[0m) │      \u001b[38;5;34m3,840\u001b[0m │ conv5_block14_co… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block15_0_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m960\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block15_0_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block15_1_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │    \u001b[38;5;34m122,880\u001b[0m │ conv5_block15_0_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block15_1_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │        \u001b[38;5;34m512\u001b[0m │ conv5_block15_1_… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block15_1_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block15_1_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block15_2_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m32\u001b[0m)  │     \u001b[38;5;34m36,864\u001b[0m │ conv5_block15_1_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block15_conc… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m992\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block14_co… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │                   │            │ conv5_block15_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block16_0_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m992\u001b[0m) │      \u001b[38;5;34m3,968\u001b[0m │ conv5_block15_co… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block16_0_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m992\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block16_0_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block16_1_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │    \u001b[38;5;34m126,976\u001b[0m │ conv5_block16_0_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block16_1_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │        \u001b[38;5;34m512\u001b[0m │ conv5_block16_1_… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block16_1_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block16_1_… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block16_2_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m32\u001b[0m)  │     \u001b[38;5;34m36,864\u001b[0m │ conv5_block16_1_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block16_conc… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m,      │          \u001b[38;5;34m0\u001b[0m │ conv5_block15_co… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m1024\u001b[0m)             │            │ conv5_block16_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ bn                  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m,      │      \u001b[38;5;34m4,096\u001b[0m │ conv5_block16_co… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ relu (\u001b[38;5;33mActivation\u001b[0m)   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m,      │          \u001b[38;5;34m0\u001b[0m │ bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]          │\n│                     │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ global_average_poo… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1024\u001b[0m)      │          \u001b[38;5;34m0\u001b[0m │ relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]        │\n│ (\u001b[38;5;33mGlobalAveragePool…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ reshape (\u001b[38;5;33mReshape\u001b[0m)   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m,      │          \u001b[38;5;34m0\u001b[0m │ global_average_p… │\n│                     │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ dense (\u001b[38;5;33mDense\u001b[0m)       │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m64\u001b[0m)  │     \u001b[38;5;34m65,600\u001b[0m │ reshape[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]     │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ dense_1 (\u001b[38;5;33mDense\u001b[0m)     │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m,      │     \u001b[38;5;34m66,560\u001b[0m │ dense[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]       │\n│                     │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ multiply (\u001b[38;5;33mMultiply\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m,      │          \u001b[38;5;34m0\u001b[0m │ relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m],       │\n│                     │ \u001b[38;5;34m1024\u001b[0m)             │            │ dense_1[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]     │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ global_average_poo… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1024\u001b[0m)      │          \u001b[38;5;34m0\u001b[0m │ multiply[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]    │\n│ (\u001b[38;5;33mGlobalAveragePool…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ dense_2 (\u001b[38;5;33mDense\u001b[0m)     │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m256\u001b[0m)       │    \u001b[38;5;34m262,400\u001b[0m │ global_average_p… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ dropout (\u001b[38;5;33mDropout\u001b[0m)   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m256\u001b[0m)       │          \u001b[38;5;34m0\u001b[0m │ dense_2[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]     │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ dense_3 (\u001b[38;5;33mDense\u001b[0m)     │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m4\u001b[0m)         │      \u001b[38;5;34m1,028\u001b[0m │ dropout[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]     │\n└─────────────────────┴───────────────────┴────────────┴───────────────────┘\n","text/html":"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">┏━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┓\n┃<span style=\"font-weight: bold\"> Layer (type)        </span>┃<span style=\"font-weight: bold\"> Output Shape      </span>┃<span style=\"font-weight: bold\">    Param # </span>┃<span style=\"font-weight: bold\"> Connected to      </span>┃\n┡━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━┩\n│ input_layer         │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">224</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">224</span>,  │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ -                 │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">InputLayer</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">3</span>)                │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ zero_padding2d      │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">230</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">230</span>,  │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ input_layer[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>] │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">ZeroPadding2D</span>)     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">3</span>)                │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv1_conv (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">112</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">112</span>,  │      <span style=\"color: #00af00; text-decoration-color: #00af00\">9,408</span> │ zero_padding2d[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>… │\n│                     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv1_bn            │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">112</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">112</span>,  │        <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span> │ conv1_conv[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]  │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv1_relu          │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">112</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">112</span>,  │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv1_bn[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]    │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ zero_padding2d_1    │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">114</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">114</span>,  │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv1_relu[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]  │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">ZeroPadding2D</span>)     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ pool1               │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ zero_padding2d_1… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">MaxPooling2D</span>)      │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block1_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span> │ pool1[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]       │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block1_0_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv2_block1_0_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block1_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">8,192</span> │ conv2_block1_0_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block1_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv2_block1_1_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block1_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv2_block1_1_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block1_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv2_block1_1_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block1_concat │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ pool1[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>],      │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">96</span>)               │            │ conv2_block1_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block2_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">384</span> │ conv2_block1_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">96</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block2_0_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv2_block2_0_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">96</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block2_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">12,288</span> │ conv2_block2_0_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block2_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv2_block2_1_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block2_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv2_block2_1_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block2_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv2_block2_1_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block2_concat │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv2_block1_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │ conv2_block2_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block3_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv2_block2_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block3_0_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv2_block3_0_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block3_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">16,384</span> │ conv2_block3_0_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block3_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv2_block3_1_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block3_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv2_block3_1_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block3_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv2_block3_1_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block3_concat │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv2_block2_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">160</span>)              │            │ conv2_block3_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block4_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">640</span> │ conv2_block3_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">160</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block4_0_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv2_block4_0_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">160</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block4_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">20,480</span> │ conv2_block4_0_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block4_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv2_block4_1_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block4_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv2_block4_1_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block4_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv2_block4_1_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block4_concat │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv2_block3_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">192</span>)              │            │ conv2_block4_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block5_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">768</span> │ conv2_block4_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">192</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block5_0_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv2_block5_0_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">192</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block5_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">24,576</span> │ conv2_block5_0_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block5_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv2_block5_1_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block5_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv2_block5_1_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block5_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv2_block5_1_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block5_concat │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv2_block4_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">224</span>)              │            │ conv2_block5_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block6_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">896</span> │ conv2_block5_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">224</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block6_0_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv2_block6_0_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">224</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block6_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">28,672</span> │ conv2_block6_0_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block6_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv2_block6_1_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block6_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv2_block6_1_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block6_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv2_block6_1_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block6_concat │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv2_block5_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │ conv2_block6_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ pool2_bn            │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,024</span> │ conv2_block6_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ pool2_relu          │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ pool2_bn[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]    │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ pool2_conv (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">32,768</span> │ pool2_relu[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]  │\n│                     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ pool2_pool          │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ pool2_conv[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]  │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">AveragePooling2D</span>)  │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block1_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ pool2_pool[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]  │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block1_0_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block1_0_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block1_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">16,384</span> │ conv3_block1_0_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block1_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv3_block1_1_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block1_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block1_1_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block1_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv3_block1_1_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block1_concat │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ pool2_pool[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>], │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">160</span>)              │            │ conv3_block1_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block2_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">640</span> │ conv3_block1_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">160</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block2_0_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block2_0_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">160</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block2_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">20,480</span> │ conv3_block2_0_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block2_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv3_block2_1_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block2_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block2_1_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block2_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv3_block2_1_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block2_concat │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block1_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">192</span>)              │            │ conv3_block2_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block3_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">768</span> │ conv3_block2_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">192</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block3_0_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block3_0_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">192</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block3_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">24,576</span> │ conv3_block3_0_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block3_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv3_block3_1_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block3_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block3_1_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block3_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv3_block3_1_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block3_concat │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block2_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">224</span>)              │            │ conv3_block3_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block4_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">896</span> │ conv3_block3_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">224</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block4_0_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block4_0_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">224</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block4_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">28,672</span> │ conv3_block4_0_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block4_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv3_block4_1_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block4_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block4_1_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block4_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv3_block4_1_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block4_concat │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block3_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │ conv3_block4_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block5_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,024</span> │ conv3_block4_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block5_0_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block5_0_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block5_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">32,768</span> │ conv3_block5_0_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block5_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv3_block5_1_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block5_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block5_1_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block5_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv3_block5_1_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block5_concat │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block4_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">288</span>)              │            │ conv3_block5_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block6_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,152</span> │ conv3_block5_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">288</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block6_0_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block6_0_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">288</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block6_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv3_block6_0_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block6_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv3_block6_1_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block6_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block6_1_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block6_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv3_block6_1_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block6_concat │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block5_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">320</span>)              │            │ conv3_block6_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block7_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,280</span> │ conv3_block6_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">320</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block7_0_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block7_0_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">320</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block7_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">40,960</span> │ conv3_block7_0_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block7_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv3_block7_1_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block7_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block7_1_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block7_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv3_block7_1_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block7_concat │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block6_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">352</span>)              │            │ conv3_block7_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block8_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,408</span> │ conv3_block7_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">352</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block8_0_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block8_0_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">352</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block8_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">45,056</span> │ conv3_block8_0_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block8_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv3_block8_1_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block8_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block8_1_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block8_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv3_block8_1_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block8_concat │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block7_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">384</span>)              │            │ conv3_block8_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block9_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,536</span> │ conv3_block8_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">384</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block9_0_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block9_0_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">384</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block9_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">49,152</span> │ conv3_block9_0_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block9_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv3_block9_1_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block9_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block9_1_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block9_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv3_block9_1_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block9_concat │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block8_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">416</span>)              │            │ conv3_block9_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block10_0_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,664</span> │ conv3_block9_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">416</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block10_0_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block10_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">416</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block10_1_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">53,248</span> │ conv3_block10_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block10_1_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv3_block10_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block10_1_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block10_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block10_2_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv3_block10_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block10_conc… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block9_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">448</span>)              │            │ conv3_block10_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block11_0_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,792</span> │ conv3_block10_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">448</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block11_0_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block11_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">448</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block11_1_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">57,344</span> │ conv3_block11_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block11_1_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv3_block11_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block11_1_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block11_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block11_2_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv3_block11_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block11_conc… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block10_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">480</span>)              │            │ conv3_block11_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block12_0_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,920</span> │ conv3_block11_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">480</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block12_0_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block12_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">480</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block12_1_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">61,440</span> │ conv3_block12_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block12_1_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv3_block12_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block12_1_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block12_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block12_2_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv3_block12_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block12_conc… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block11_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │ conv3_block12_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ pool3_bn            │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,048</span> │ conv3_block12_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ pool3_relu          │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ pool3_bn[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]    │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ pool3_conv (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │    <span style=\"color: #00af00; text-decoration-color: #00af00\">131,072</span> │ pool3_relu[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]  │\n│                     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ pool3_pool          │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ pool3_conv[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]  │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">AveragePooling2D</span>)  │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block1_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,024</span> │ pool3_pool[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]  │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block1_0_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block1_0_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block1_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">32,768</span> │ conv4_block1_0_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block1_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv4_block1_1_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block1_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block1_1_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block1_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv4_block1_1_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block1_concat │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ pool3_pool[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>], │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">288</span>)              │            │ conv4_block1_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block2_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,152</span> │ conv4_block1_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">288</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block2_0_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block2_0_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">288</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block2_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv4_block2_0_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block2_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv4_block2_1_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block2_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block2_1_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block2_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv4_block2_1_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block2_concat │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block1_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">320</span>)              │            │ conv4_block2_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block3_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,280</span> │ conv4_block2_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">320</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block3_0_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block3_0_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">320</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block3_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">40,960</span> │ conv4_block3_0_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block3_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv4_block3_1_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block3_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block3_1_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block3_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv4_block3_1_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block3_concat │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block2_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">352</span>)              │            │ conv4_block3_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block4_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,408</span> │ conv4_block3_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">352</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block4_0_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block4_0_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">352</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block4_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">45,056</span> │ conv4_block4_0_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block4_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv4_block4_1_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block4_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block4_1_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block4_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv4_block4_1_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block4_concat │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block3_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">384</span>)              │            │ conv4_block4_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block5_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,536</span> │ conv4_block4_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">384</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block5_0_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block5_0_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">384</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block5_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">49,152</span> │ conv4_block5_0_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block5_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv4_block5_1_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block5_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block5_1_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block5_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv4_block5_1_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block5_concat │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block4_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">416</span>)              │            │ conv4_block5_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block6_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,664</span> │ conv4_block5_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">416</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block6_0_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block6_0_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">416</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block6_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">53,248</span> │ conv4_block6_0_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block6_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv4_block6_1_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block6_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block6_1_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block6_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv4_block6_1_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block6_concat │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block5_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">448</span>)              │            │ conv4_block6_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block7_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,792</span> │ conv4_block6_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">448</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block7_0_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block7_0_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">448</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block7_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">57,344</span> │ conv4_block7_0_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block7_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv4_block7_1_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block7_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block7_1_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block7_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv4_block7_1_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block7_concat │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block6_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">480</span>)              │            │ conv4_block7_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block8_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,920</span> │ conv4_block7_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">480</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block8_0_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block8_0_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">480</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block8_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">61,440</span> │ conv4_block8_0_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block8_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv4_block8_1_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block8_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block8_1_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block8_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv4_block8_1_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block8_concat │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block7_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │ conv4_block8_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block9_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,048</span> │ conv4_block8_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block9_0_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block9_0_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block9_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">65,536</span> │ conv4_block9_0_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block9_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv4_block9_1_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block9_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block9_1_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block9_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv4_block9_1_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block9_concat │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block8_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">544</span>)              │            │ conv4_block9_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block10_0_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,176</span> │ conv4_block9_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">544</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block10_0_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block10_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">544</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block10_1_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">69,632</span> │ conv4_block10_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block10_1_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv4_block10_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block10_1_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block10_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block10_2_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv4_block10_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block10_conc… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block9_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">576</span>)              │            │ conv4_block10_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block11_0_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,304</span> │ conv4_block10_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">576</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block11_0_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block11_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">576</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block11_1_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">73,728</span> │ conv4_block11_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block11_1_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv4_block11_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block11_1_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block11_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block11_2_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv4_block11_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block11_conc… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block10_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">608</span>)              │            │ conv4_block11_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block12_0_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,432</span> │ conv4_block11_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">608</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block12_0_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block12_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">608</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block12_1_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">77,824</span> │ conv4_block12_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block12_1_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv4_block12_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block12_1_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block12_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block12_2_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv4_block12_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block12_conc… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block11_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">640</span>)              │            │ conv4_block12_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block13_0_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,560</span> │ conv4_block12_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">640</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block13_0_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block13_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">640</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block13_1_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">81,920</span> │ conv4_block13_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block13_1_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv4_block13_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block13_1_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block13_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block13_2_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv4_block13_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block13_conc… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block12_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">672</span>)              │            │ conv4_block13_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block14_0_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,688</span> │ conv4_block13_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">672</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block14_0_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block14_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">672</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block14_1_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">86,016</span> │ conv4_block14_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block14_1_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv4_block14_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block14_1_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block14_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block14_2_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv4_block14_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block14_conc… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block13_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">704</span>)              │            │ conv4_block14_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block15_0_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,816</span> │ conv4_block14_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">704</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block15_0_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block15_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">704</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block15_1_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">90,112</span> │ conv4_block15_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block15_1_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv4_block15_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block15_1_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block15_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block15_2_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv4_block15_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block15_conc… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block14_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">736</span>)              │            │ conv4_block15_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block16_0_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,944</span> │ conv4_block15_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">736</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block16_0_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block16_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">736</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block16_1_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">94,208</span> │ conv4_block16_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block16_1_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv4_block16_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block16_1_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block16_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block16_2_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv4_block16_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block16_conc… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block15_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">768</span>)              │            │ conv4_block16_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block17_0_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">3,072</span> │ conv4_block16_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">768</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block17_0_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block17_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">768</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block17_1_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">98,304</span> │ conv4_block17_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block17_1_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv4_block17_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block17_1_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block17_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block17_2_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv4_block17_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block17_conc… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block16_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">800</span>)              │            │ conv4_block17_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block18_0_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">3,200</span> │ conv4_block17_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">800</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block18_0_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block18_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">800</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block18_1_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │    <span style=\"color: #00af00; text-decoration-color: #00af00\">102,400</span> │ conv4_block18_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block18_1_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv4_block18_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block18_1_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block18_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block18_2_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv4_block18_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block18_conc… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block17_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">832</span>)              │            │ conv4_block18_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block19_0_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">3,328</span> │ conv4_block18_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">832</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block19_0_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block19_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">832</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block19_1_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │    <span style=\"color: #00af00; text-decoration-color: #00af00\">106,496</span> │ conv4_block19_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block19_1_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv4_block19_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block19_1_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block19_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block19_2_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv4_block19_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block19_conc… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block18_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">864</span>)              │            │ conv4_block19_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block20_0_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">3,456</span> │ conv4_block19_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">864</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block20_0_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block20_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">864</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block20_1_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │    <span style=\"color: #00af00; text-decoration-color: #00af00\">110,592</span> │ conv4_block20_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block20_1_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv4_block20_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block20_1_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block20_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block20_2_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv4_block20_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block20_conc… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block19_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">896</span>)              │            │ conv4_block20_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block21_0_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">3,584</span> │ conv4_block20_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">896</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block21_0_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block21_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">896</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block21_1_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │    <span style=\"color: #00af00; text-decoration-color: #00af00\">114,688</span> │ conv4_block21_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block21_1_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv4_block21_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block21_1_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block21_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block21_2_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv4_block21_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block21_conc… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block20_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">928</span>)              │            │ conv4_block21_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block22_0_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">3,712</span> │ conv4_block21_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">928</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block22_0_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block22_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">928</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block22_1_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │    <span style=\"color: #00af00; text-decoration-color: #00af00\">118,784</span> │ conv4_block22_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block22_1_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv4_block22_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block22_1_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block22_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block22_2_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv4_block22_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block22_conc… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block21_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">960</span>)              │            │ conv4_block22_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block23_0_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">3,840</span> │ conv4_block22_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">960</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block23_0_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block23_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">960</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block23_1_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │    <span style=\"color: #00af00; text-decoration-color: #00af00\">122,880</span> │ conv4_block23_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block23_1_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv4_block23_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block23_1_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block23_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block23_2_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv4_block23_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block23_conc… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block22_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">992</span>)              │            │ conv4_block23_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block24_0_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">3,968</span> │ conv4_block23_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">992</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block24_0_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block24_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">992</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block24_1_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │    <span style=\"color: #00af00; text-decoration-color: #00af00\">126,976</span> │ conv4_block24_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block24_1_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv4_block24_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block24_1_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block24_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block24_2_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv4_block24_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block24_conc… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block23_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │ conv4_block24_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ pool4_bn            │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">4,096</span> │ conv4_block24_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ pool4_relu          │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ pool4_bn[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]    │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ pool4_conv (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │    <span style=\"color: #00af00; text-decoration-color: #00af00\">524,288</span> │ pool4_relu[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]  │\n│                     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ pool4_pool          │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ pool4_conv[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]  │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">AveragePooling2D</span>)  │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block1_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>) │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,048</span> │ pool4_pool[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]  │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block1_0_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block1_0_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block1_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │     <span style=\"color: #00af00; text-decoration-color: #00af00\">65,536</span> │ conv5_block1_0_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block1_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv5_block1_1_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block1_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block1_1_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block1_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)  │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv5_block1_1_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block1_concat │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">544</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ pool4_pool[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>], │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │                   │            │ conv5_block1_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block2_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">544</span>) │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,176</span> │ conv5_block1_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block2_0_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">544</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block2_0_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block2_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │     <span style=\"color: #00af00; text-decoration-color: #00af00\">69,632</span> │ conv5_block2_0_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block2_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv5_block2_1_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block2_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block2_1_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block2_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)  │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv5_block2_1_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block2_concat │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">576</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block1_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │                   │            │ conv5_block2_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block3_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">576</span>) │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,304</span> │ conv5_block2_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block3_0_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">576</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block3_0_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block3_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │     <span style=\"color: #00af00; text-decoration-color: #00af00\">73,728</span> │ conv5_block3_0_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block3_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv5_block3_1_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block3_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block3_1_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block3_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)  │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv5_block3_1_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block3_concat │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">608</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block2_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │                   │            │ conv5_block3_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block4_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">608</span>) │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,432</span> │ conv5_block3_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block4_0_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">608</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block4_0_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block4_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │     <span style=\"color: #00af00; text-decoration-color: #00af00\">77,824</span> │ conv5_block4_0_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block4_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv5_block4_1_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block4_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block4_1_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block4_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)  │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv5_block4_1_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block4_concat │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">640</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block3_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │                   │            │ conv5_block4_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block5_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">640</span>) │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,560</span> │ conv5_block4_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block5_0_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">640</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block5_0_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block5_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │     <span style=\"color: #00af00; text-decoration-color: #00af00\">81,920</span> │ conv5_block5_0_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block5_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv5_block5_1_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block5_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block5_1_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block5_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)  │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv5_block5_1_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block5_concat │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">672</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block4_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │                   │            │ conv5_block5_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block6_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">672</span>) │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,688</span> │ conv5_block5_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block6_0_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">672</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block6_0_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block6_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │     <span style=\"color: #00af00; text-decoration-color: #00af00\">86,016</span> │ conv5_block6_0_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block6_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv5_block6_1_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block6_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block6_1_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block6_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)  │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv5_block6_1_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block6_concat │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">704</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block5_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │                   │            │ conv5_block6_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block7_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">704</span>) │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,816</span> │ conv5_block6_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block7_0_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">704</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block7_0_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block7_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │     <span style=\"color: #00af00; text-decoration-color: #00af00\">90,112</span> │ conv5_block7_0_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block7_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv5_block7_1_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block7_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block7_1_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block7_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)  │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv5_block7_1_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block7_concat │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">736</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block6_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │                   │            │ conv5_block7_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block8_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">736</span>) │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,944</span> │ conv5_block7_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block8_0_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">736</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block8_0_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block8_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │     <span style=\"color: #00af00; text-decoration-color: #00af00\">94,208</span> │ conv5_block8_0_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block8_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv5_block8_1_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block8_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block8_1_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block8_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)  │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv5_block8_1_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block8_concat │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">768</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block7_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │                   │            │ conv5_block8_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block9_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">768</span>) │      <span style=\"color: #00af00; text-decoration-color: #00af00\">3,072</span> │ conv5_block8_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block9_0_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">768</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block9_0_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block9_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │     <span style=\"color: #00af00; text-decoration-color: #00af00\">98,304</span> │ conv5_block9_0_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block9_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv5_block9_1_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block9_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block9_1_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block9_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)  │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv5_block9_1_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block9_concat │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">800</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block8_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │                   │            │ conv5_block9_2_c… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block10_0_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">800</span>) │      <span style=\"color: #00af00; text-decoration-color: #00af00\">3,200</span> │ conv5_block9_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block10_0_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">800</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block10_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block10_1_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │    <span style=\"color: #00af00; text-decoration-color: #00af00\">102,400</span> │ conv5_block10_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block10_1_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv5_block10_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block10_1_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block10_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block10_2_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)  │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv5_block10_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block10_conc… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">832</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block9_con… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │                   │            │ conv5_block10_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block11_0_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">832</span>) │      <span style=\"color: #00af00; text-decoration-color: #00af00\">3,328</span> │ conv5_block10_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block11_0_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">832</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block11_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block11_1_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │    <span style=\"color: #00af00; text-decoration-color: #00af00\">106,496</span> │ conv5_block11_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block11_1_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv5_block11_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block11_1_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block11_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block11_2_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)  │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv5_block11_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block11_conc… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">864</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block10_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │                   │            │ conv5_block11_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block12_0_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">864</span>) │      <span style=\"color: #00af00; text-decoration-color: #00af00\">3,456</span> │ conv5_block11_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block12_0_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">864</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block12_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block12_1_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │    <span style=\"color: #00af00; text-decoration-color: #00af00\">110,592</span> │ conv5_block12_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block12_1_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv5_block12_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block12_1_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block12_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block12_2_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)  │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv5_block12_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block12_conc… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">896</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block11_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │                   │            │ conv5_block12_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block13_0_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">896</span>) │      <span style=\"color: #00af00; text-decoration-color: #00af00\">3,584</span> │ conv5_block12_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block13_0_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">896</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block13_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block13_1_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │    <span style=\"color: #00af00; text-decoration-color: #00af00\">114,688</span> │ conv5_block13_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block13_1_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv5_block13_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block13_1_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block13_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block13_2_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)  │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv5_block13_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block13_conc… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">928</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block12_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │                   │            │ conv5_block13_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block14_0_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">928</span>) │      <span style=\"color: #00af00; text-decoration-color: #00af00\">3,712</span> │ conv5_block13_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block14_0_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">928</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block14_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block14_1_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │    <span style=\"color: #00af00; text-decoration-color: #00af00\">118,784</span> │ conv5_block14_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block14_1_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv5_block14_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block14_1_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block14_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block14_2_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)  │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv5_block14_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block14_conc… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">960</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block13_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │                   │            │ conv5_block14_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block15_0_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">960</span>) │      <span style=\"color: #00af00; text-decoration-color: #00af00\">3,840</span> │ conv5_block14_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block15_0_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">960</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block15_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block15_1_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │    <span style=\"color: #00af00; text-decoration-color: #00af00\">122,880</span> │ conv5_block15_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block15_1_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv5_block15_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block15_1_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block15_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block15_2_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)  │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv5_block15_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block15_conc… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">992</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block14_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │                   │            │ conv5_block15_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block16_0_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">992</span>) │      <span style=\"color: #00af00; text-decoration-color: #00af00\">3,968</span> │ conv5_block15_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block16_0_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">992</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block16_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block16_1_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │    <span style=\"color: #00af00; text-decoration-color: #00af00\">126,976</span> │ conv5_block16_0_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block16_1_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv5_block16_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block16_1_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block16_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block16_2_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)  │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv5_block16_1_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block16_conc… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>,      │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block15_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │ conv5_block16_2_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ bn                  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>,      │      <span style=\"color: #00af00; text-decoration-color: #00af00\">4,096</span> │ conv5_block16_co… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ relu (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>,      │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ bn[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]          │\n│                     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ global_average_poo… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)      │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ relu[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]        │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">GlobalAveragePool…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ reshape (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Reshape</span>)   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>,      │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ global_average_p… │\n│                     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ dense (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dense</span>)       │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)  │     <span style=\"color: #00af00; text-decoration-color: #00af00\">65,600</span> │ reshape[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]     │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ dense_1 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dense</span>)     │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>,      │     <span style=\"color: #00af00; text-decoration-color: #00af00\">66,560</span> │ dense[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]       │\n│                     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ multiply (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Multiply</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>,      │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ relu[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>],       │\n│                     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │ dense_1[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]     │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ global_average_poo… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)      │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ multiply[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]    │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">GlobalAveragePool…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ dense_2 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dense</span>)     │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)       │    <span style=\"color: #00af00; text-decoration-color: #00af00\">262,400</span> │ global_average_p… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ dropout (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dropout</span>)   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)       │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ dense_2[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]     │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ dense_3 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dense</span>)     │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">4</span>)         │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,028</span> │ dropout[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]     │\n└─────────────────────┴───────────────────┴────────────┴───────────────────┘\n</pre>\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"\u001b[1m Total params: \u001b[0m\u001b[38;5;34m7,433,092\u001b[0m (28.35 MB)\n","text/html":"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Total params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">7,433,092</span> (28.35 MB)\n</pre>\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m395,588\u001b[0m (1.51 MB)\n","text/html":"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Trainable params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">395,588</span> (1.51 MB)\n</pre>\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m7,037,504\u001b[0m (26.85 MB)\n","text/html":"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Non-trainable params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">7,037,504</span> (26.85 MB)\n</pre>\n"},"metadata":{}}],"execution_count":4},{"cell_type":"code","source":"# Callbacks\ncsv_logger = CSVLogger('/kaggle/working/DENSENET-121_model_with_SE_original_images_training_results.csv', append=True)\nmc = ModelCheckpoint(filepath='/kaggle/working/DENSENET-121_trained_model_with_SE_original_images.keras',\n                     monitor='val_accuracy', save_best_only=True, verbose=1)\nes = EarlyStopping(monitor='val_accuracy', patience=5, verbose=1, min_delta=0.01)\n\ncallbacks = [csv_logger, mc, es]","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-11-11T20:44:51.185709Z","iopub.execute_input":"2024-11-11T20:44:51.186192Z","iopub.status.idle":"2024-11-11T20:44:51.192297Z","shell.execute_reply.started":"2024-11-11T20:44:51.186119Z","shell.execute_reply":"2024-11-11T20:44:51.191263Z"}},"outputs":[],"execution_count":5},{"cell_type":"code","source":"# Train the model\nhistory = model04.fit(\n    train_generator1,\n    validation_data=val_generator1,\n    epochs=10,\n    callbacks=callbacks\n)","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-11-11T20:45:09.916802Z","iopub.execute_input":"2024-11-11T20:45:09.917480Z","iopub.status.idle":"2024-11-11T20:53:18.607407Z","shell.execute_reply.started":"2024-11-11T20:45:09.917437Z","shell.execute_reply":"2024-11-11T20:53:18.606573Z"}},"outputs":[{"name":"stdout","text":"Epoch 1/10\n","output_type":"stream"},{"name":"stderr","text":"/opt/conda/lib/python3.10/site-packages/keras/src/trainers/data_adapters/py_dataset_adapter.py:121: UserWarning: Your `PyDataset` class should call `super().__init__(**kwargs)` in its constructor. `**kwargs` can include `workers`, `use_multiprocessing`, `max_queue_size`. Do not pass these arguments to `fit()`, as they will be ignored.\n  self._warn_if_super_not_called()\nWARNING: All log messages before absl::InitializeLog() is called are written to STDERR\nI0000 00:00:1731357923.977929     140 service.cc:145] XLA service 0x7baa5c003ad0 initialized for platform CUDA (this does not guarantee that XLA will be used). Devices:\nI0000 00:00:1731357923.977995     140 service.cc:153]   StreamExecutor device (0): Tesla P100-PCIE-16GB, Compute Capability 6.0\n","output_type":"stream"},{"name":"stdout","text":"\u001b[1m  3/875\u001b[0m \u001b[37m━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[1m55s\u001b[0m 64ms/step - accuracy: 0.3542 - loss: 1.7417   ","output_type":"stream"},{"name":"stderr","text":"I0000 00:00:1731357937.554199     140 device_compiler.h:188] Compiled cluster using XLA!  This line is logged at most once for the lifetime of the process.\n","output_type":"stream"},{"name":"stdout","text":"\u001b[1m874/875\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m━\u001b[0m \u001b[1m0s\u001b[0m 83ms/step - accuracy: 0.7617 - loss: 0.6263\nEpoch 1: val_accuracy improved from -inf to 0.90133, saving model to /kaggle/working/DENSENET-121_trained_model_with_SE_original_images.keras\n\u001b[1m875/875\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m130s\u001b[0m 118ms/step - accuracy: 0.7619 - loss: 0.6258 - val_accuracy: 0.9013 - val_loss: 0.2638\nEpoch 2/10\n\u001b[1m874/875\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m━\u001b[0m \u001b[1m0s\u001b[0m 37ms/step - accuracy: 0.8991 - loss: 0.2903\nEpoch 2: val_accuracy improved from 0.90133 to 0.92000, saving model to /kaggle/working/DENSENET-121_trained_model_with_SE_original_images.keras\n\u001b[1m875/875\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m41s\u001b[0m 46ms/step - accuracy: 0.8991 - loss: 0.2903 - val_accuracy: 0.9200 - val_loss: 0.2319\nEpoch 3/10\n\u001b[1m874/875\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m━\u001b[0m \u001b[1m0s\u001b[0m 38ms/step - accuracy: 0.9239 - loss: 0.2267\nEpoch 3: val_accuracy improved from 0.92000 to 0.92433, saving model to /kaggle/working/DENSENET-121_trained_model_with_SE_original_images.keras\n\u001b[1m875/875\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m40s\u001b[0m 46ms/step - accuracy: 0.9239 - loss: 0.2267 - val_accuracy: 0.9243 - val_loss: 0.2197\nEpoch 4/10\n\u001b[1m874/875\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m━\u001b[0m \u001b[1m0s\u001b[0m 36ms/step - accuracy: 0.9310 - loss: 0.2064\nEpoch 4: val_accuracy improved from 0.92433 to 0.93100, saving model to /kaggle/working/DENSENET-121_trained_model_with_SE_original_images.keras\n\u001b[1m875/875\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m39s\u001b[0m 45ms/step - accuracy: 0.9310 - loss: 0.2063 - val_accuracy: 0.9310 - val_loss: 0.2000\nEpoch 5/10\n\u001b[1m875/875\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 37ms/step - accuracy: 0.9358 - loss: 0.1793\nEpoch 5: val_accuracy improved from 0.93100 to 0.93667, saving model to /kaggle/working/DENSENET-121_trained_model_with_SE_original_images.keras\n\u001b[1m875/875\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m40s\u001b[0m 46ms/step - accuracy: 0.9358 - loss: 0.1793 - val_accuracy: 0.9367 - val_loss: 0.1874\nEpoch 6/10\n\u001b[1m874/875\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m━\u001b[0m \u001b[1m0s\u001b[0m 36ms/step - accuracy: 0.9471 - loss: 0.1515\nEpoch 6: val_accuracy did not improve from 0.93667\n\u001b[1m875/875\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m38s\u001b[0m 43ms/step - accuracy: 0.9471 - loss: 0.1515 - val_accuracy: 0.9303 - val_loss: 0.1844\nEpoch 7/10\n\u001b[1m875/875\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 37ms/step - accuracy: 0.9505 - loss: 0.1446\nEpoch 7: val_accuracy improved from 0.93667 to 0.94267, saving model to /kaggle/working/DENSENET-121_trained_model_with_SE_original_images.keras\n\u001b[1m875/875\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m40s\u001b[0m 45ms/step - accuracy: 0.9505 - loss: 0.1446 - val_accuracy: 0.9427 - val_loss: 0.1611\nEpoch 8/10\n\u001b[1m875/875\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 37ms/step - accuracy: 0.9594 - loss: 0.1284\nEpoch 8: val_accuracy improved from 0.94267 to 0.94800, saving model to /kaggle/working/DENSENET-121_trained_model_with_SE_original_images.keras\n\u001b[1m875/875\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m40s\u001b[0m 46ms/step - accuracy: 0.9594 - loss: 0.1284 - val_accuracy: 0.9480 - val_loss: 0.1584\nEpoch 9/10\n\u001b[1m875/875\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 38ms/step - accuracy: 0.9610 - loss: 0.1079\nEpoch 9: val_accuracy did not improve from 0.94800\n\u001b[1m875/875\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m40s\u001b[0m 46ms/step - accuracy: 0.9610 - loss: 0.1080 - val_accuracy: 0.9457 - val_loss: 0.1681\nEpoch 10/10\n\u001b[1m875/875\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 36ms/step - accuracy: 0.9613 - loss: 0.1120\nEpoch 10: val_accuracy did not improve from 0.94800\n\u001b[1m875/875\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m39s\u001b[0m 44ms/step - accuracy: 0.9613 - loss: 0.1120 - val_accuracy: 0.9460 - val_loss: 0.1652\n","output_type":"stream"}],"execution_count":6},{"cell_type":"code","source":"# Evaluate on test data\nsaved_model_path = '/kaggle/working/DENSENET-121_trained_model_with_SE_original_images.keras'\nmodel = tf.keras.models.load_model(saved_model_path)\n\ntest_loss, test_accuracy = model.evaluate(test_generator1)\nprint(f\"Test Loss: {test_loss:.4f}, Test Accuracy: {test_accuracy:.4f}\")\n\n# Get predictions and classification report\nY_pred = model.predict(test_generator1)\ny_pred = np.argmax(Y_pred, axis=1)\n\nprint('Confusion Matrix')\nprint(confusion_matrix(test_generator1.classes, y_pred))\n\nprint('Classification Report')\ntarget_names = ['NORMAL', 'COVID', 'PNEUMONIA', 'TUBERCULOSIS']\nreport = classification_report(test_generator1.classes, y_pred, target_names=target_names, output_dict=True)\n\n# Save classification report\ndf_report = pd.DataFrame(report).transpose()\ndf_report.to_csv('/kaggle/working/DENSENET-121_with_SE_original_image_test_classification_report.csv', index=True)\nprint(df_report)","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-11-11T20:53:33.516421Z","iopub.execute_input":"2024-11-11T20:53:33.517139Z","iopub.status.idle":"2024-11-11T20:54:33.170590Z","shell.execute_reply.started":"2024-11-11T20:53:33.517081Z","shell.execute_reply":"2024-11-11T20:54:33.169441Z"}},"outputs":[{"name":"stdout","text":"\u001b[1m188/188\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m28s\u001b[0m 98ms/step - accuracy: 0.9610 - loss: 0.1416\nTest Loss: 0.1594, Test Accuracy: 0.9521\n\u001b[1m188/188\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m24s\u001b[0m 82ms/step\nConfusion Matrix\n[[736   5   5   5]\n [ 21 697  24   9]\n [ 10  36 704   1]\n [ 26   1   1 723]]\nClassification Report\n              precision    recall  f1-score      support\nNORMAL         0.928121  0.980027  0.953368   751.000000\nCOVID          0.943166  0.928096  0.935570   751.000000\nPNEUMONIA      0.959128  0.937417  0.948148   751.000000\nTUBERCULOSIS   0.979675  0.962716  0.971122   751.000000\naccuracy       0.952064  0.952064  0.952064     0.952064\nmacro avg      0.952523  0.952064  0.952052  3004.000000\nweighted avg   0.952523  0.952064  0.952052  3004.000000\n","output_type":"stream"}],"execution_count":7},{"cell_type":"code","source":"# Callbacks\ncsv_logger = CSVLogger('/kaggle/working/DENSENET-121_model_with_SE_segmented_images_training_results.csv', append=True)\nmc = ModelCheckpoint(filepath='/kaggle/working/DENSENET-121_trained_model_with_SE_segmented_images.keras',\n                     monitor='val_accuracy', save_best_only=True, verbose=1)\nes = EarlyStopping(monitor='val_accuracy', patience=5, verbose=1, min_delta=0.01)\n\ncallbacks = [csv_logger, mc, es]","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-11-11T20:55:01.944013Z","iopub.execute_input":"2024-11-11T20:55:01.944413Z","iopub.status.idle":"2024-11-11T20:55:01.950179Z","shell.execute_reply.started":"2024-11-11T20:55:01.944375Z","shell.execute_reply":"2024-11-11T20:55:01.949183Z"}},"outputs":[],"execution_count":8},{"cell_type":"code","source":"# Train the model\nhistory = model04.fit(\n    train_generator2,\n    validation_data=val_generator2,\n    epochs=10,\n    callbacks=callbacks\n)","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-11-11T20:55:07.467971Z","iopub.execute_input":"2024-11-11T20:55:07.468995Z","iopub.status.idle":"2024-11-11T21:01:44.906086Z","shell.execute_reply.started":"2024-11-11T20:55:07.468948Z","shell.execute_reply":"2024-11-11T21:01:44.905269Z"}},"outputs":[{"name":"stdout","text":"Epoch 1/10\n","output_type":"stream"},{"name":"stderr","text":"/opt/conda/lib/python3.10/site-packages/keras/src/trainers/data_adapters/py_dataset_adapter.py:121: UserWarning: Your `PyDataset` class should call `super().__init__(**kwargs)` in its constructor. `**kwargs` can include `workers`, `use_multiprocessing`, `max_queue_size`. Do not pass these arguments to `fit()`, as they will be ignored.\n  self._warn_if_super_not_called()\n","output_type":"stream"},{"name":"stdout","text":"\u001b[1m874/875\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m━\u001b[0m \u001b[1m0s\u001b[0m 60ms/step - accuracy: 0.6066 - loss: 1.2439\nEpoch 1: val_accuracy improved from -inf to 0.80600, saving model to /kaggle/working/DENSENET-121_trained_model_with_SE_segmented_images.keras\n\u001b[1m875/875\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m65s\u001b[0m 74ms/step - accuracy: 0.6068 - loss: 1.2429 - val_accuracy: 0.8060 - val_loss: 0.5234\nEpoch 2/10\n\u001b[1m874/875\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m━\u001b[0m \u001b[1m0s\u001b[0m 33ms/step - accuracy: 0.7947 - loss: 0.5772\nEpoch 2: val_accuracy improved from 0.80600 to 0.85400, saving model to /kaggle/working/DENSENET-121_trained_model_with_SE_segmented_images.keras\n\u001b[1m875/875\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m36s\u001b[0m 40ms/step - accuracy: 0.7947 - loss: 0.5771 - val_accuracy: 0.8540 - val_loss: 0.4091\nEpoch 3/10\n\u001b[1m874/875\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m━\u001b[0m \u001b[1m0s\u001b[0m 34ms/step - accuracy: 0.8411 - loss: 0.4617\nEpoch 3: val_accuracy improved from 0.85400 to 0.87600, saving model to /kaggle/working/DENSENET-121_trained_model_with_SE_segmented_images.keras\n\u001b[1m875/875\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m36s\u001b[0m 41ms/step - accuracy: 0.8411 - loss: 0.4617 - val_accuracy: 0.8760 - val_loss: 0.3489\nEpoch 4/10\n\u001b[1m874/875\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m━\u001b[0m \u001b[1m0s\u001b[0m 33ms/step - accuracy: 0.8617 - loss: 0.4108\nEpoch 4: val_accuracy improved from 0.87600 to 0.88033, saving model to /kaggle/working/DENSENET-121_trained_model_with_SE_segmented_images.keras\n\u001b[1m875/875\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m36s\u001b[0m 41ms/step - accuracy: 0.8617 - loss: 0.4108 - val_accuracy: 0.8803 - val_loss: 0.3451\nEpoch 5/10\n\u001b[1m875/875\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step - accuracy: 0.8713 - loss: 0.3704\nEpoch 5: val_accuracy improved from 0.88033 to 0.89133, saving model to /kaggle/working/DENSENET-121_trained_model_with_SE_segmented_images.keras\n\u001b[1m875/875\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m37s\u001b[0m 42ms/step - accuracy: 0.8713 - loss: 0.3704 - val_accuracy: 0.8913 - val_loss: 0.3096\nEpoch 6/10\n\u001b[1m874/875\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m━\u001b[0m \u001b[1m0s\u001b[0m 34ms/step - accuracy: 0.8872 - loss: 0.3299\nEpoch 6: val_accuracy improved from 0.89133 to 0.89767, saving model to /kaggle/working/DENSENET-121_trained_model_with_SE_segmented_images.keras\n\u001b[1m875/875\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m37s\u001b[0m 42ms/step - accuracy: 0.8872 - loss: 0.3299 - val_accuracy: 0.8977 - val_loss: 0.2909\nEpoch 7/10\n\u001b[1m874/875\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m━\u001b[0m \u001b[1m0s\u001b[0m 34ms/step - accuracy: 0.8972 - loss: 0.3122\nEpoch 7: val_accuracy did not improve from 0.89767\n\u001b[1m875/875\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m39s\u001b[0m 40ms/step - accuracy: 0.8972 - loss: 0.3122 - val_accuracy: 0.8883 - val_loss: 0.3378\nEpoch 8/10\n\u001b[1m875/875\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step - accuracy: 0.9000 - loss: 0.2953\nEpoch 8: val_accuracy improved from 0.89767 to 0.90733, saving model to /kaggle/working/DENSENET-121_trained_model_with_SE_segmented_images.keras\n\u001b[1m875/875\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m37s\u001b[0m 42ms/step - accuracy: 0.9000 - loss: 0.2953 - val_accuracy: 0.9073 - val_loss: 0.2693\nEpoch 9/10\n\u001b[1m874/875\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m━\u001b[0m \u001b[1m0s\u001b[0m 34ms/step - accuracy: 0.9034 - loss: 0.2859\nEpoch 9: val_accuracy improved from 0.90733 to 0.90933, saving model to /kaggle/working/DENSENET-121_trained_model_with_SE_segmented_images.keras\n\u001b[1m875/875\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m37s\u001b[0m 42ms/step - accuracy: 0.9034 - loss: 0.2859 - val_accuracy: 0.9093 - val_loss: 0.2853\nEpoch 10/10\n\u001b[1m874/875\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m━\u001b[0m \u001b[1m0s\u001b[0m 33ms/step - accuracy: 0.9128 - loss: 0.2568\nEpoch 10: val_accuracy improved from 0.90933 to 0.91533, saving model to /kaggle/working/DENSENET-121_trained_model_with_SE_segmented_images.keras\n\u001b[1m875/875\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m36s\u001b[0m 41ms/step - accuracy: 0.9128 - loss: 0.2569 - val_accuracy: 0.9153 - val_loss: 0.2645\n","output_type":"stream"}],"execution_count":9},{"cell_type":"code","source":"# Evaluate on test data\nsaved_model_path = '/kaggle/working/DENSENET-121_trained_model_with_SE_segmented_images.keras'\nmodel = tf.keras.models.load_model(saved_model_path)\n\ntest_loss, test_accuracy = model.evaluate(test_generator2)\nprint(f\"Test Loss: {test_loss:.4f}, Test Accuracy: {test_accuracy:.4f}\")\n\n# Get predictions and classification report\nY_pred = model.predict(test_generator2)\ny_pred = np.argmax(Y_pred, axis=1)\n\nprint('Confusion Matrix')\nprint(confusion_matrix(test_generator2.classes, y_pred))\n\nprint('Classification Report')\ntarget_names = ['NORMAL', 'COVID', 'PNEUMONIA', 'TUBERCULOSIS']\nreport = classification_report(test_generator2.classes, y_pred, target_names=target_names, output_dict=True)\n\n# Save classification report\ndf_report = pd.DataFrame(report).transpose()\ndf_report.to_csv('/kaggle/working/DENSENET-121_with_SE_segmented_image_test_classification_report.csv', index=True)\nprint(df_report)","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-11-11T21:01:53.367843Z","iopub.execute_input":"2024-11-11T21:01:53.368258Z","iopub.status.idle":"2024-11-11T21:02:44.973745Z","shell.execute_reply.started":"2024-11-11T21:01:53.368219Z","shell.execute_reply":"2024-11-11T21:02:44.972743Z"}},"outputs":[{"name":"stdout","text":"\u001b[1m188/188\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m24s\u001b[0m 78ms/step - accuracy: 0.9159 - loss: 0.2797\nTest Loss: 0.2772, Test Accuracy: 0.9118\n\u001b[1m188/188\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m20s\u001b[0m 68ms/step\nConfusion Matrix\n[[700  19  11  21]\n [ 42 654  24  31]\n [  9  52 684   6]\n [ 31  17   2 701]]\nClassification Report\n              precision    recall  f1-score      support\nNORMAL         0.895141  0.932091  0.913242   751.000000\nCOVID          0.881402  0.870839  0.876088   751.000000\nPNEUMONIA      0.948682  0.910786  0.929348   751.000000\nTUBERCULOSIS   0.923584  0.933422  0.928477   751.000000\naccuracy       0.911784  0.911784  0.911784     0.911784\nmacro avg      0.912202  0.911784  0.911789  3004.000000\nweighted avg   0.912202  0.911784  0.911789  3004.000000\n","output_type":"stream"}],"execution_count":10},{"cell_type":"code","source":"import pandas as pd\nimport matplotlib.pyplot as plt\n\n# Paths to the CSV files (make sure to update these if needed)\ncsv1 = \"/kaggle/input/training-results/DENSENET-121_model_original_images_training_results.csv\"\ncsv2 = \"/kaggle/input/training-results/DENSENET-121_model_segmented_images_training_results.csv\"\ncsv3 = \"/kaggle/working/DENSENET-121_model_with_SE_original_images_training_results.csv\"\ncsv4 = \"/kaggle/working/DENSENET-121_model_with_SE_segmented_images_training_results.csv\"\n\n# Load the CSV files into DataFrames\ndf_original_attention = pd.read_csv(csv3)\ndf_segmented_attention = pd.read_csv(csv4)\ndf_original = pd.read_csv(csv1)\ndf_segmented = pd.read_csv(csv2)\n\n# Set up a 2x2 subplot\nfig, axs = plt.subplots(2, 2, figsize=(12, 10))\n\n# Add a main title in the middle of the top of the figure\nfig.suptitle('DENSENET-121 Analysis', fontsize=20, fontweight='bold', color='black')\n\n# Plot Accuracy\naxs[0, 0].plot(df_original_attention['epoch'], df_original_attention['accuracy'], label='Original+Attention', color='red', marker='o')\naxs[0, 0].plot(df_segmented_attention['epoch'], df_segmented_attention['accuracy'], label='Segmented+Attention', color='blue', marker='o')\naxs[0, 0].plot(df_original['epoch'], df_original['accuracy'], label='Original Only', color='orange', marker='o')\naxs[0, 0].plot(df_segmented['epoch'], df_segmented['accuracy'], label='Segmented Only', color='grey', marker='o')\naxs[0, 0].set_title('Accuracy Comparison')\naxs[0, 0].set_xlabel('Epoch')\naxs[0, 0].set_ylabel('Accuracy')\naxs[0, 0].legend()\naxs[0, 0].grid()\n\n# Plot Loss\naxs[0, 1].plot(df_original_attention['epoch'], df_original_attention['loss'], label='Original+Attention', color='red', marker='o')\naxs[0, 1].plot(df_segmented_attention['epoch'], df_segmented_attention['loss'], label='Segmented+Attention', color='blue', marker='o')\naxs[0, 1].plot(df_original['epoch'], df_original['loss'], label='Original Only', color='orange', marker='o')\naxs[0, 1].plot(df_segmented['epoch'], df_segmented['loss'], label='Segmented Only', color='grey', marker='o')\naxs[0, 1].set_title('Loss Comparison')\naxs[0, 1].set_xlabel('Epoch')\naxs[0, 1].set_ylabel('Loss')\naxs[0, 1].legend()\naxs[0, 1].grid()\n\n# Plot Validation Accuracy\naxs[1, 0].plot(df_original_attention['epoch'], df_original_attention['val_accuracy'], label='Original+Attention', color='red', marker='o')\naxs[1, 0].plot(df_segmented_attention['epoch'], df_segmented_attention['val_accuracy'], label='Segmented+Attention', color='blue', marker='o')\naxs[1, 0].plot(df_original['epoch'], df_original['val_accuracy'], label='Original Only', color='orange', marker='o')\naxs[1, 0].plot(df_segmented['epoch'], df_segmented['val_accuracy'], label='Segmented Only', color='grey', marker='o')\naxs[1, 0].set_title('Validation Accuracy Comparison')\naxs[1, 0].set_xlabel('Epoch')\naxs[1, 0].set_ylabel('Validation Accuracy')\naxs[1, 0].legend()\naxs[1, 0].grid()\n\n# Plot Validation Loss\naxs[1, 1].plot(df_original_attention['epoch'], df_original_attention['val_loss'], label='Original+Attention', color='red', marker='o')\naxs[1, 1].plot(df_segmented_attention['epoch'], df_segmented_attention['val_loss'], label='Segmented+Attention', color='blue', marker='o')\naxs[1, 1].plot(df_original['epoch'], df_original['val_loss'], label='Original Only', color='orange', marker='o')\naxs[1, 1].plot(df_segmented['epoch'], df_segmented['val_loss'], label='Segmented Only', color='grey', marker='o')\naxs[1, 1].set_title('Validation Loss Comparison')\naxs[1, 1].set_xlabel('Epoch')\naxs[1, 1].set_ylabel('Validation Loss')\naxs[1, 1].legend()\naxs[1, 1].grid()\n\n# Adjust layout to prevent overlap\nplt.tight_layout(rect=[0, 0, 1, 0.95])  # Leave space for the suptitle\n\n# Save the figure as a .png file\nplt.savefig('/kaggle/working/DENSENET-121_Combined_Comparison.png')\n\n# Show the plots\nplt.show()","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-11-11T21:03:31.179589Z","iopub.execute_input":"2024-11-11T21:03:31.179989Z","iopub.status.idle":"2024-11-11T21:03:33.221194Z","shell.execute_reply.started":"2024-11-11T21:03:31.179953Z","shell.execute_reply":"2024-11-11T21:03:33.220309Z"}},"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1200x1000 with 4 Axes>","image/png":"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"},"metadata":{}}],"execution_count":11},{"cell_type":"markdown","source":"# **EfficientNetB2 - Model5**","metadata":{}},{"cell_type":"code","source":"# Load the EfficientNetB2 model with pre-trained ImageNet weights\nbase_model5 = EfficientNetB2(weights='/kaggle/input/efficientnetb2/tensorflow2/default/1/efficientnetb2_notop.h5', include_top=False, input_shape=(260, 260, 3))\n    \n# Unfreeze the last 10 layers of EfficientNetB2 for fine-tuning\nfor layer in base_model5.layers[-10:]:\n    layer.trainable = True\n\n# Add new layers on top of the base model\nx = base_model5.output\nx = GlobalAveragePooling2D()(x)  # Global average pooling\nx = Dense(256, activation='relu')(x)  # Dense layer with 256 units\nx = Dropout(0.3)(x)  # Dropout to prevent overfitting\npredictions = Dense(4, activation='softmax')(x)  # 4 output classes for classification\n\n# Final model\nmodel5 = Model(inputs=base_model5.input, outputs=predictions)\n\n# Compile the model\nmodel5.compile(optimizer=tf.keras.optimizers.Adam(learning_rate=1e-5), loss='categorical_crossentropy', metrics=['accuracy'])\n\n# Show model summary\nmodel5.summary()","metadata":{"execution":{"iopub.status.busy":"2024-10-13T12:09:24.690909Z","iopub.execute_input":"2024-10-13T12:09:24.691843Z","iopub.status.idle":"2024-10-13T12:09:27.241890Z","shell.execute_reply.started":"2024-10-13T12:09:24.691802Z","shell.execute_reply":"2024-10-13T12:09:27.240964Z"},"trusted":true},"outputs":[],"execution_count":null},{"cell_type":"code","source":"# Check the shape of the images in the training generator\nbatch_train_images, _ = next(train_generator1)\nprint(f\"Train Generator - Image batch shape: {batch_train_images.shape}\")\n\n# Check the shape of the images in the validation generator\nbatch_val_images, _ = next(val_generator1)\nprint(f\"Validation Generator - Image batch shape: {batch_val_images.shape}\")\n\n# Check the shape of the images in the test generator\nbatch_test_images, _ = next(test_generator1)\nprint(f\"Test Generator - Image batch shape: {batch_test_images.shape}\")","metadata":{"execution":{"iopub.status.busy":"2024-10-13T12:10:00.375201Z","iopub.execute_input":"2024-10-13T12:10:00.375919Z","iopub.status.idle":"2024-10-13T12:10:00.728617Z","shell.execute_reply.started":"2024-10-13T12:10:00.375871Z","shell.execute_reply":"2024-10-13T12:10:00.727592Z"},"trusted":true},"outputs":[],"execution_count":null},{"cell_type":"code","source":"# Callbacks for early stopping, model checkpoint, and CSV logger\ncsv_logger = CSVLogger('/kaggle/working/EFFICIENTNETB2_model_original_images_training_results.csv', append=True)\nmc = ModelCheckpoint(filepath='/kaggle/working/EFFICIENTNETB2_trained_model_original_images.keras',\n                     monitor='val_accuracy', save_best_only=True, verbose=1)\nes = EarlyStopping(monitor='val_accuracy', patience=3, verbose=1, min_delta=0.01)\n\n# Combine callbacks\ncallbacks = [csv_logger, mc]","metadata":{"execution":{"iopub.status.busy":"2024-10-13T12:10:09.530581Z","iopub.execute_input":"2024-10-13T12:10:09.531005Z","iopub.status.idle":"2024-10-13T12:10:09.536961Z","shell.execute_reply.started":"2024-10-13T12:10:09.530959Z","shell.execute_reply":"2024-10-13T12:10:09.535983Z"},"trusted":true},"outputs":[],"execution_count":null},{"cell_type":"code","source":"# Set number of epochs\nepochs = 10\n\n# Train the model and save train/val metrics to CSV\nhistory = model5.fit(\n    train_generator1,\n    validation_data=val_generator1,\n    epochs=epochs,\n    callbacks=callbacks\n)","metadata":{"execution":{"iopub.status.busy":"2024-10-13T12:10:14.254971Z","iopub.execute_input":"2024-10-13T12:10:14.255897Z","iopub.status.idle":"2024-10-13T12:35:21.376642Z","shell.execute_reply.started":"2024-10-13T12:10:14.255847Z","shell.execute_reply":"2024-10-13T12:35:21.375738Z"},"trusted":true},"outputs":[],"execution_count":null},{"cell_type":"code","source":"saved_model_path = '/kaggle/working/EFFICIENTNETB2_trained_model_original_images.keras'\nmodel = load_model(saved_model_path)\n\n# Evaluate the model on the test data and get classification metrics\ntest_loss, test_accuracy = model.evaluate(test_generator1)\nprint(f\"Test Loss: {test_loss:.4f}, Test Accuracy: {test_accuracy:.4f}\")\n\n# Get true labels and predicted labels for the test set\nY_pred = model.predict(test_generator1)\ny_pred = np.argmax(Y_pred, axis=1)\n\n# Confusion matrix and classification report\nprint('Confusion Matrix')\nprint(confusion_matrix(test_generator1.classes, y_pred))\n\nprint('Classification Report')\ntarget_names = ['NORMAL', 'COVID', 'PNEUMONIA', 'TUBERCULOSIS']\nreport = classification_report(test_generator1.classes, y_pred, target_names=target_names, output_dict=True)\n\n# Convert classification report to dataframe and print metrics\ndf_report = pd.DataFrame(report).transpose()\nprint(df_report)\n\n# Save classification report as CSV\ndf_report.to_csv('/kaggle/working/EFFICIENTNETB2_original_image_test_classification_report.csv', index=True)","metadata":{"execution":{"iopub.status.busy":"2024-10-13T12:35:33.751031Z","iopub.execute_input":"2024-10-13T12:35:33.752096Z","iopub.status.idle":"2024-10-13T12:36:34.712585Z","shell.execute_reply.started":"2024-10-13T12:35:33.752048Z","shell.execute_reply":"2024-10-13T12:36:34.711598Z"},"trusted":true},"outputs":[],"execution_count":null},{"cell_type":"code","source":"# Callbacks for early stopping, model checkpoint, and CSV logger\ncsv_logger = CSVLogger('/kaggle/working/EFFICIENTNETB2_model_segmented_images_training_results.csv', append=True)\nmc = ModelCheckpoint(filepath='/kaggle/working/EFFICIENTNETB2_trained_model_segmented_images.keras',\n                     monitor='val_accuracy', save_best_only=True, verbose=1)\nes = EarlyStopping(monitor='val_accuracy', patience=3, verbose=1, min_delta=0.01)\n\n# Combine callbacks\ncallbacks = [csv_logger, mc]","metadata":{"execution":{"iopub.status.busy":"2024-10-13T11:12:01.252504Z","iopub.execute_input":"2024-10-13T11:12:01.252899Z","iopub.status.idle":"2024-10-13T11:12:01.258992Z","shell.execute_reply.started":"2024-10-13T11:12:01.252863Z","shell.execute_reply":"2024-10-13T11:12:01.257878Z"},"trusted":true},"outputs":[],"execution_count":null},{"cell_type":"code","source":"# Set number of epochs\nepochs = 10\n\n# Train the model and save train/val metrics to CSV\nhistory = model5.fit(\n    train_generator2,\n    validation_data=val_generator2,\n    epochs=epochs,\n    callbacks=callbacks\n)","metadata":{"execution":{"iopub.status.busy":"2024-10-13T11:12:05.982597Z","iopub.execute_input":"2024-10-13T11:12:05.983057Z","iopub.status.idle":"2024-10-13T11:20:32.432140Z","shell.execute_reply.started":"2024-10-13T11:12:05.983010Z","shell.execute_reply":"2024-10-13T11:20:32.431251Z"},"trusted":true},"outputs":[],"execution_count":null},{"cell_type":"code","source":"saved_model_path = '/kaggle/working/EFFICIENTNETB2_trained_model_segmented_images.keras'\nmodel = load_model(saved_model_path)\n\n# Evaluate the model on the test data and get classification metrics\ntest_loss, test_accuracy = model.evaluate(test_generator2)\nprint(f\"Test Loss: {test_loss:.4f}, Test Accuracy: {test_accuracy:.4f}\")\n\n# Get true labels and predicted labels for the test set\nY_pred = model.predict(test_generator2)\ny_pred = np.argmax(Y_pred, axis=1)\n\n# Confusion matrix and classification report\nprint('Confusion Matrix')\nprint(confusion_matrix(test_generator2.classes, y_pred))\n\nprint('Classification Report')\ntarget_names = ['NORMAL', 'COVID', 'PNEUMONIA', 'TUBERCULOSIS']\nreport = classification_report(test_generator2.classes, y_pred, target_names=target_names, output_dict=True)\n\n# Convert classification report to dataframe and print metrics\ndf_report = pd.DataFrame(report).transpose()\nprint(df_report)\n\n# Save classification report as CSV\ndf_report.to_csv('/kaggle/working/EFFICIENTNETB2_segmented_image_test_classification_report.csv', index=True)","metadata":{"execution":{"iopub.status.busy":"2024-10-13T11:20:38.952179Z","iopub.execute_input":"2024-10-13T11:20:38.953139Z","iopub.status.idle":"2024-10-13T11:21:35.256719Z","shell.execute_reply.started":"2024-10-13T11:20:38.953091Z","shell.execute_reply":"2024-10-13T11:21:35.255735Z"},"trusted":true},"outputs":[],"execution_count":null},{"cell_type":"code","source":"import pandas as pd\nimport matplotlib.pyplot as plt\n\n# Paths to the CSV files (make sure to update these if needed)\ncsv1 = \"/kaggle/working/EFFICIENTNETB2_model_original_images_training_results.csv\"\ncsv2 = \"/kaggle/working/EFFICIENTNETB2_model_segmented_images_training_results.csv\"\n\n# Load the CSV files into DataFrames\ndf_original = pd.read_csv(csv1)\ndf_segmented = pd.read_csv(csv2)\n\n# Set up a 2x2 subplot\nfig, axs = plt.subplots(2, 2, figsize=(12, 10))\n\n# Add a main title in the middle of the top of the figure\nfig.suptitle('EfficientNetB2', fontsize=20, fontweight='bold', color='black')\n\n# Plot Accuracy\naxs[0, 0].plot(df_original['epoch'], df_original['accuracy'], label='Original Dataset', color='blue', marker='o')\naxs[0, 0].plot(df_segmented['epoch'], df_segmented['accuracy'], label='Segmented Dataset', color='red', marker='o')\naxs[0, 0].set_title('Accuracy Comparison')\naxs[0, 0].set_xlabel('Epoch')\naxs[0, 0].set_ylabel('Accuracy')\naxs[0, 0].legend()\naxs[0, 0].grid()\n\n# Plot Loss\naxs[0, 1].plot(df_original['epoch'], df_original['loss'], label='Original Dataset', color='blue', marker='o')\naxs[0, 1].plot(df_segmented['epoch'], df_segmented['loss'], label='Segmented Dataset', color='red', marker='o')\naxs[0, 1].set_title('Loss Comparison')\naxs[0, 1].set_xlabel('Epoch')\naxs[0, 1].set_ylabel('Loss')\naxs[0, 1].legend()\naxs[0, 1].grid()\n\n# Plot Validation Accuracy\naxs[1, 0].plot(df_original['epoch'], df_original['val_accuracy'], label='Original Dataset', color='blue', marker='o')\naxs[1, 0].plot(df_segmented['epoch'], df_segmented['val_accuracy'], label='Segmented Dataset', color='red', marker='o')\naxs[1, 0].set_title('Validation Accuracy Comparison')\naxs[1, 0].set_xlabel('Epoch')\naxs[1, 0].set_ylabel('Validation Accuracy')\naxs[1, 0].legend()\naxs[1, 0].grid()\n\n# Plot Validation Loss\naxs[1, 1].plot(df_original['epoch'], df_original['val_loss'], label='Original Dataset', color='blue', marker='o')\naxs[1, 1].plot(df_segmented['epoch'], df_segmented['val_loss'], label='Segmented Dataset', color='red', marker='o')\naxs[1, 1].set_title('Validation Loss Comparison')\naxs[1, 1].set_xlabel('Epoch')\naxs[1, 1].set_ylabel('Validation Loss')\naxs[1, 1].legend()\naxs[1, 1].grid()\n\n# Adjust layout to prevent overlap\nplt.tight_layout(rect=[0, 0, 1, 0.95])  # Leave space for the suptitle\n\n# Save the figure as a .png file\nplt.savefig('/kaggle/working/EfficientNetB2-Comparison.png')\n\n# Show the plots\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2024-10-13T11:22:33.092121Z","iopub.execute_input":"2024-10-13T11:22:33.092566Z","iopub.status.idle":"2024-10-13T11:22:34.851929Z","shell.execute_reply.started":"2024-10-13T11:22:33.092523Z","shell.execute_reply":"2024-10-13T11:22:34.850928Z"},"trusted":true},"outputs":[],"execution_count":null},{"cell_type":"code","source":"# Define SE block function (same as before)\ndef se_block(input_tensor, reduction_ratio=16):\n    filters = input_tensor.shape[-1]  # Number of input channels\n    se_shape = (1, 1, filters)\n\n    # Squeeze operation: global average pooling\n    se = GlobalAveragePooling2D()(input_tensor)\n    se = Reshape(se_shape)(se)\n\n    # Excitation operation: two dense layers\n    se = Dense(filters // reduction_ratio, activation='relu')(se)\n    se = Dense(filters, activation='sigmoid')(se)\n\n    # Scale operation: scale the input by the SE weights\n    x = Multiply()([input_tensor, se])\n    return x\n\n# Load the EfficientNetB2 model without the top layers\nbase_model05 = EfficientNetB2(weights='/kaggle/input/efficientnetb2/tensorflow2/default/1/efficientnetb2_notop.h5', \n                              include_top=False, input_shape=(260, 260, 3))\n\n# Unfreeze the last 10 layers for fine-tuning\nfor layer in base_model05.layers[-10:]:\n    layer.trainable = True\n\n# Add SE block and classification layers on top of the base model\nx = base_model05.output\nx = se_block(x)  # Apply SE block\nx = GlobalAveragePooling2D()(x)  # Global average pooling\nx = Dense(256, activation='relu')(x)  # Dense layer with 256 units\nx = Dropout(0.3)(x)  # Dropout for regularization\npredictions = Dense(4, activation='softmax')(x)  # 4 output classes for classification\n\n# Final model\nmodel05 = models.Model(inputs=base_model05.input, outputs=predictions)\n\n# Compile the model\nmodel05.compile(optimizer=tf.keras.optimizers.Adam(learning_rate=1e-5), \n                loss='categorical_crossentropy', metrics=['accuracy'])\n\n# Show model summary\nmodel05.summary()\n\n# Optionally clear session before starting training if running in a Jupyter notebook\nfrom tensorflow.keras import backend as K\nK.clear_session()","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-11-11T21:20:16.480453Z","iopub.execute_input":"2024-11-11T21:20:16.481470Z","iopub.status.idle":"2024-11-11T21:20:20.869824Z","shell.execute_reply.started":"2024-11-11T21:20:16.481418Z","shell.execute_reply":"2024-11-11T21:20:20.868807Z"}},"outputs":[{"output_type":"display_data","data":{"text/plain":"\u001b[1mModel: \"functional_5\"\u001b[0m\n","text/html":"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\">Model: \"functional_5\"</span>\n</pre>\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"┏━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┓\n┃\u001b[1m \u001b[0m\u001b[1mLayer (type)       \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mOutput Shape     \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m   Param #\u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mConnected to     \u001b[0m\u001b[1m \u001b[0m┃\n┡━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━┩\n│ input_layer_3       │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m260\u001b[0m, \u001b[38;5;34m260\u001b[0m,  │          \u001b[38;5;34m0\u001b[0m │ -                 │\n│ (\u001b[38;5;33mInputLayer\u001b[0m)        │ \u001b[38;5;34m3\u001b[0m)                │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ rescaling_2         │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m260\u001b[0m, \u001b[38;5;34m260\u001b[0m,  │          \u001b[38;5;34m0\u001b[0m │ input_layer_3[\u001b[38;5;34m0\u001b[0m]… │\n│ (\u001b[38;5;33mRescaling\u001b[0m)         │ \u001b[38;5;34m3\u001b[0m)                │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ normalization_2     │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m260\u001b[0m, \u001b[38;5;34m260\u001b[0m,  │          \u001b[38;5;34m7\u001b[0m │ rescaling_2[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n│ (\u001b[38;5;33mNormalization\u001b[0m)     │ \u001b[38;5;34m3\u001b[0m)                │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ stem_conv_pad       │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m261\u001b[0m, \u001b[38;5;34m261\u001b[0m,  │          \u001b[38;5;34m0\u001b[0m │ normalization_2[\u001b[38;5;34m…\u001b[0m │\n│ (\u001b[38;5;33mZeroPadding2D\u001b[0m)     │ \u001b[38;5;34m3\u001b[0m)                │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ stem_conv (\u001b[38;5;33mConv2D\u001b[0m)  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m130\u001b[0m, \u001b[38;5;34m130\u001b[0m,  │        \u001b[38;5;34m864\u001b[0m │ stem_conv_pad[\u001b[38;5;34m0\u001b[0m]… │\n│                     │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ stem_bn             │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m130\u001b[0m, \u001b[38;5;34m130\u001b[0m,  │        \u001b[38;5;34m128\u001b[0m │ stem_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]   │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ stem_activation     │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m130\u001b[0m, \u001b[38;5;34m130\u001b[0m,  │          \u001b[38;5;34m0\u001b[0m │ stem_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]     │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block1a_dwconv      │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m130\u001b[0m, \u001b[38;5;34m130\u001b[0m,  │        \u001b[38;5;34m288\u001b[0m │ stem_activation[\u001b[38;5;34m…\u001b[0m │\n│ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m)   │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block1a_bn          │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m130\u001b[0m, \u001b[38;5;34m130\u001b[0m,  │        \u001b[38;5;34m128\u001b[0m │ block1a_dwconv[\u001b[38;5;34m0\u001b[0m… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block1a_activation  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m130\u001b[0m, \u001b[38;5;34m130\u001b[0m,  │          \u001b[38;5;34m0\u001b[0m │ block1a_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]  │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block1a_se_squeeze  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m)        │          \u001b[38;5;34m0\u001b[0m │ block1a_activati… │\n│ (\u001b[38;5;33mGlobalAveragePool…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block1a_se_reshape  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m32\u001b[0m)  │          \u001b[38;5;34m0\u001b[0m │ block1a_se_squee… │\n│ (\u001b[38;5;33mReshape\u001b[0m)           │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block1a_se_reduce   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m8\u001b[0m)   │        \u001b[38;5;34m264\u001b[0m │ block1a_se_resha… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block1a_se_expand   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m32\u001b[0m)  │        \u001b[38;5;34m288\u001b[0m │ block1a_se_reduc… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block1a_se_excite   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m130\u001b[0m, \u001b[38;5;34m130\u001b[0m,  │          \u001b[38;5;34m0\u001b[0m │ block1a_activati… │\n│ (\u001b[38;5;33mMultiply\u001b[0m)          │ \u001b[38;5;34m32\u001b[0m)               │            │ block1a_se_expan… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block1a_project_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m130\u001b[0m, \u001b[38;5;34m130\u001b[0m,  │        \u001b[38;5;34m512\u001b[0m │ block1a_se_excit… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m16\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block1a_project_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m130\u001b[0m, \u001b[38;5;34m130\u001b[0m,  │         \u001b[38;5;34m64\u001b[0m │ block1a_project_… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m16\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block1b_dwconv      │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m130\u001b[0m, \u001b[38;5;34m130\u001b[0m,  │        \u001b[38;5;34m144\u001b[0m │ block1a_project_… │\n│ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m)   │ \u001b[38;5;34m16\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block1b_bn          │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m130\u001b[0m, \u001b[38;5;34m130\u001b[0m,  │         \u001b[38;5;34m64\u001b[0m │ block1b_dwconv[\u001b[38;5;34m0\u001b[0m… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m16\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block1b_activation  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m130\u001b[0m, \u001b[38;5;34m130\u001b[0m,  │          \u001b[38;5;34m0\u001b[0m │ block1b_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]  │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m16\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block1b_se_squeeze  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m)        │          \u001b[38;5;34m0\u001b[0m │ block1b_activati… │\n│ (\u001b[38;5;33mGlobalAveragePool…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block1b_se_reshape  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m16\u001b[0m)  │          \u001b[38;5;34m0\u001b[0m │ block1b_se_squee… │\n│ (\u001b[38;5;33mReshape\u001b[0m)           │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block1b_se_reduce   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m4\u001b[0m)   │         \u001b[38;5;34m68\u001b[0m │ block1b_se_resha… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block1b_se_expand   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m16\u001b[0m)  │         \u001b[38;5;34m80\u001b[0m │ block1b_se_reduc… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block1b_se_excite   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m130\u001b[0m, \u001b[38;5;34m130\u001b[0m,  │          \u001b[38;5;34m0\u001b[0m │ block1b_activati… │\n│ (\u001b[38;5;33mMultiply\u001b[0m)          │ \u001b[38;5;34m16\u001b[0m)               │            │ block1b_se_expan… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block1b_project_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m130\u001b[0m, \u001b[38;5;34m130\u001b[0m,  │        \u001b[38;5;34m256\u001b[0m │ block1b_se_excit… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m16\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block1b_project_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m130\u001b[0m, \u001b[38;5;34m130\u001b[0m,  │         \u001b[38;5;34m64\u001b[0m │ block1b_project_… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m16\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block1b_drop        │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m130\u001b[0m, \u001b[38;5;34m130\u001b[0m,  │          \u001b[38;5;34m0\u001b[0m │ block1b_project_… │\n│ (\u001b[38;5;33mDropout\u001b[0m)           │ \u001b[38;5;34m16\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block1b_add (\u001b[38;5;33mAdd\u001b[0m)   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m130\u001b[0m, \u001b[38;5;34m130\u001b[0m,  │          \u001b[38;5;34m0\u001b[0m │ block1b_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m…\u001b[0m │\n│                     │ \u001b[38;5;34m16\u001b[0m)               │            │ block1a_project_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2a_expand_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m130\u001b[0m, \u001b[38;5;34m130\u001b[0m,  │      \u001b[38;5;34m1,536\u001b[0m │ block1b_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m96\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2a_expand_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m130\u001b[0m, \u001b[38;5;34m130\u001b[0m,  │        \u001b[38;5;34m384\u001b[0m │ block2a_expand_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m96\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2a_expand_act… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m130\u001b[0m, \u001b[38;5;34m130\u001b[0m,  │          \u001b[38;5;34m0\u001b[0m │ block2a_expand_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m96\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2a_dwconv_pad  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m131\u001b[0m, \u001b[38;5;34m131\u001b[0m,  │          \u001b[38;5;34m0\u001b[0m │ block2a_expand_a… │\n│ (\u001b[38;5;33mZeroPadding2D\u001b[0m)     │ \u001b[38;5;34m96\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2a_dwconv      │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m65\u001b[0m, \u001b[38;5;34m65\u001b[0m,    │        \u001b[38;5;34m864\u001b[0m │ block2a_dwconv_p… │\n│ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m)   │ \u001b[38;5;34m96\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2a_bn          │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m65\u001b[0m, \u001b[38;5;34m65\u001b[0m,    │        \u001b[38;5;34m384\u001b[0m │ block2a_dwconv[\u001b[38;5;34m0\u001b[0m… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m96\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2a_activation  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m65\u001b[0m, \u001b[38;5;34m65\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ block2a_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]  │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m96\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2a_se_squeeze  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m96\u001b[0m)        │          \u001b[38;5;34m0\u001b[0m │ block2a_activati… │\n│ (\u001b[38;5;33mGlobalAveragePool…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2a_se_reshape  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m96\u001b[0m)  │          \u001b[38;5;34m0\u001b[0m │ block2a_se_squee… │\n│ (\u001b[38;5;33mReshape\u001b[0m)           │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2a_se_reduce   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m4\u001b[0m)   │        \u001b[38;5;34m388\u001b[0m │ block2a_se_resha… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2a_se_expand   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m96\u001b[0m)  │        \u001b[38;5;34m480\u001b[0m │ block2a_se_reduc… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2a_se_excite   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m65\u001b[0m, \u001b[38;5;34m65\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ block2a_activati… │\n│ (\u001b[38;5;33mMultiply\u001b[0m)          │ \u001b[38;5;34m96\u001b[0m)               │            │ block2a_se_expan… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2a_project_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m65\u001b[0m, \u001b[38;5;34m65\u001b[0m,    │      \u001b[38;5;34m2,304\u001b[0m │ block2a_se_excit… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m24\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2a_project_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m65\u001b[0m, \u001b[38;5;34m65\u001b[0m,    │         \u001b[38;5;34m96\u001b[0m │ block2a_project_… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m24\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2b_expand_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m65\u001b[0m, \u001b[38;5;34m65\u001b[0m,    │      \u001b[38;5;34m3,456\u001b[0m │ block2a_project_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m144\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2b_expand_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m65\u001b[0m, \u001b[38;5;34m65\u001b[0m,    │        \u001b[38;5;34m576\u001b[0m │ block2b_expand_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m144\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2b_expand_act… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m65\u001b[0m, \u001b[38;5;34m65\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ block2b_expand_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m144\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2b_dwconv      │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m65\u001b[0m, \u001b[38;5;34m65\u001b[0m,    │      \u001b[38;5;34m1,296\u001b[0m │ block2b_expand_a… │\n│ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m)   │ \u001b[38;5;34m144\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2b_bn          │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m65\u001b[0m, \u001b[38;5;34m65\u001b[0m,    │        \u001b[38;5;34m576\u001b[0m │ block2b_dwconv[\u001b[38;5;34m0\u001b[0m… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m144\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2b_activation  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m65\u001b[0m, \u001b[38;5;34m65\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ block2b_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]  │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m144\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2b_se_squeeze  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m144\u001b[0m)       │          \u001b[38;5;34m0\u001b[0m │ block2b_activati… │\n│ (\u001b[38;5;33mGlobalAveragePool…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2b_se_reshape  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m144\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ block2b_se_squee… │\n│ (\u001b[38;5;33mReshape\u001b[0m)           │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2b_se_reduce   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m6\u001b[0m)   │        \u001b[38;5;34m870\u001b[0m │ block2b_se_resha… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2b_se_expand   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m144\u001b[0m) │      \u001b[38;5;34m1,008\u001b[0m │ block2b_se_reduc… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2b_se_excite   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m65\u001b[0m, \u001b[38;5;34m65\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ block2b_activati… │\n│ (\u001b[38;5;33mMultiply\u001b[0m)          │ \u001b[38;5;34m144\u001b[0m)              │            │ block2b_se_expan… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2b_project_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m65\u001b[0m, \u001b[38;5;34m65\u001b[0m,    │      \u001b[38;5;34m3,456\u001b[0m │ block2b_se_excit… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m24\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2b_project_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m65\u001b[0m, \u001b[38;5;34m65\u001b[0m,    │         \u001b[38;5;34m96\u001b[0m │ block2b_project_… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m24\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2b_drop        │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m65\u001b[0m, \u001b[38;5;34m65\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ block2b_project_… │\n│ (\u001b[38;5;33mDropout\u001b[0m)           │ \u001b[38;5;34m24\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2b_add (\u001b[38;5;33mAdd\u001b[0m)   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m65\u001b[0m, \u001b[38;5;34m65\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ block2b_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m…\u001b[0m │\n│                     │ \u001b[38;5;34m24\u001b[0m)               │            │ block2a_project_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2c_expand_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m65\u001b[0m, \u001b[38;5;34m65\u001b[0m,    │      \u001b[38;5;34m3,456\u001b[0m │ block2b_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m144\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2c_expand_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m65\u001b[0m, \u001b[38;5;34m65\u001b[0m,    │        \u001b[38;5;34m576\u001b[0m │ block2c_expand_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m144\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2c_expand_act… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m65\u001b[0m, \u001b[38;5;34m65\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ block2c_expand_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m144\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2c_dwconv      │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m65\u001b[0m, \u001b[38;5;34m65\u001b[0m,    │      \u001b[38;5;34m1,296\u001b[0m │ block2c_expand_a… │\n│ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m)   │ \u001b[38;5;34m144\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2c_bn          │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m65\u001b[0m, \u001b[38;5;34m65\u001b[0m,    │        \u001b[38;5;34m576\u001b[0m │ block2c_dwconv[\u001b[38;5;34m0\u001b[0m… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m144\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2c_activation  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m65\u001b[0m, \u001b[38;5;34m65\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ block2c_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]  │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m144\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2c_se_squeeze  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m144\u001b[0m)       │          \u001b[38;5;34m0\u001b[0m │ block2c_activati… │\n│ (\u001b[38;5;33mGlobalAveragePool…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2c_se_reshape  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m144\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ block2c_se_squee… │\n│ (\u001b[38;5;33mReshape\u001b[0m)           │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2c_se_reduce   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m6\u001b[0m)   │        \u001b[38;5;34m870\u001b[0m │ block2c_se_resha… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2c_se_expand   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m144\u001b[0m) │      \u001b[38;5;34m1,008\u001b[0m │ block2c_se_reduc… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2c_se_excite   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m65\u001b[0m, \u001b[38;5;34m65\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ block2c_activati… │\n│ (\u001b[38;5;33mMultiply\u001b[0m)          │ \u001b[38;5;34m144\u001b[0m)              │            │ block2c_se_expan… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2c_project_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m65\u001b[0m, \u001b[38;5;34m65\u001b[0m,    │      \u001b[38;5;34m3,456\u001b[0m │ block2c_se_excit… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m24\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2c_project_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m65\u001b[0m, \u001b[38;5;34m65\u001b[0m,    │         \u001b[38;5;34m96\u001b[0m │ block2c_project_… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m24\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2c_drop        │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m65\u001b[0m, \u001b[38;5;34m65\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ block2c_project_… │\n│ (\u001b[38;5;33mDropout\u001b[0m)           │ \u001b[38;5;34m24\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2c_add (\u001b[38;5;33mAdd\u001b[0m)   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m65\u001b[0m, \u001b[38;5;34m65\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ block2c_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m…\u001b[0m │\n│                     │ \u001b[38;5;34m24\u001b[0m)               │            │ block2b_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3a_expand_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m65\u001b[0m, \u001b[38;5;34m65\u001b[0m,    │      \u001b[38;5;34m3,456\u001b[0m │ block2c_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m144\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3a_expand_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m65\u001b[0m, \u001b[38;5;34m65\u001b[0m,    │        \u001b[38;5;34m576\u001b[0m │ block3a_expand_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m144\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3a_expand_act… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m65\u001b[0m, \u001b[38;5;34m65\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ block3a_expand_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m144\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3a_dwconv_pad  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m69\u001b[0m, \u001b[38;5;34m69\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ block3a_expand_a… │\n│ (\u001b[38;5;33mZeroPadding2D\u001b[0m)     │ \u001b[38;5;34m144\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3a_dwconv      │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m33\u001b[0m, \u001b[38;5;34m33\u001b[0m,    │      \u001b[38;5;34m3,600\u001b[0m │ block3a_dwconv_p… │\n│ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m)   │ \u001b[38;5;34m144\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3a_bn          │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m33\u001b[0m, \u001b[38;5;34m33\u001b[0m,    │        \u001b[38;5;34m576\u001b[0m │ block3a_dwconv[\u001b[38;5;34m0\u001b[0m… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m144\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3a_activation  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m33\u001b[0m, \u001b[38;5;34m33\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ block3a_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]  │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m144\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3a_se_squeeze  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m144\u001b[0m)       │          \u001b[38;5;34m0\u001b[0m │ block3a_activati… │\n│ (\u001b[38;5;33mGlobalAveragePool…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3a_se_reshape  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m144\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ block3a_se_squee… │\n│ (\u001b[38;5;33mReshape\u001b[0m)           │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3a_se_reduce   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m6\u001b[0m)   │        \u001b[38;5;34m870\u001b[0m │ block3a_se_resha… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3a_se_expand   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m144\u001b[0m) │      \u001b[38;5;34m1,008\u001b[0m │ block3a_se_reduc… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3a_se_excite   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m33\u001b[0m, \u001b[38;5;34m33\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ block3a_activati… │\n│ (\u001b[38;5;33mMultiply\u001b[0m)          │ \u001b[38;5;34m144\u001b[0m)              │            │ block3a_se_expan… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3a_project_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m33\u001b[0m, \u001b[38;5;34m33\u001b[0m,    │      \u001b[38;5;34m6,912\u001b[0m │ block3a_se_excit… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m48\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3a_project_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m33\u001b[0m, \u001b[38;5;34m33\u001b[0m,    │        \u001b[38;5;34m192\u001b[0m │ block3a_project_… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m48\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3b_expand_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m33\u001b[0m, \u001b[38;5;34m33\u001b[0m,    │     \u001b[38;5;34m13,824\u001b[0m │ block3a_project_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m288\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3b_expand_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m33\u001b[0m, \u001b[38;5;34m33\u001b[0m,    │      \u001b[38;5;34m1,152\u001b[0m │ block3b_expand_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m288\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3b_expand_act… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m33\u001b[0m, \u001b[38;5;34m33\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ block3b_expand_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m288\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3b_dwconv      │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m33\u001b[0m, \u001b[38;5;34m33\u001b[0m,    │      \u001b[38;5;34m7,200\u001b[0m │ block3b_expand_a… │\n│ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m)   │ \u001b[38;5;34m288\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3b_bn          │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m33\u001b[0m, \u001b[38;5;34m33\u001b[0m,    │      \u001b[38;5;34m1,152\u001b[0m │ block3b_dwconv[\u001b[38;5;34m0\u001b[0m… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m288\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3b_activation  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m33\u001b[0m, \u001b[38;5;34m33\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ block3b_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]  │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m288\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3b_se_squeeze  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m288\u001b[0m)       │          \u001b[38;5;34m0\u001b[0m │ block3b_activati… │\n│ (\u001b[38;5;33mGlobalAveragePool…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3b_se_reshape  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m288\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ block3b_se_squee… │\n│ (\u001b[38;5;33mReshape\u001b[0m)           │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3b_se_reduce   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m12\u001b[0m)  │      \u001b[38;5;34m3,468\u001b[0m │ block3b_se_resha… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3b_se_expand   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m288\u001b[0m) │      \u001b[38;5;34m3,744\u001b[0m │ block3b_se_reduc… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3b_se_excite   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m33\u001b[0m, \u001b[38;5;34m33\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ block3b_activati… │\n│ (\u001b[38;5;33mMultiply\u001b[0m)          │ \u001b[38;5;34m288\u001b[0m)              │            │ block3b_se_expan… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3b_project_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m33\u001b[0m, \u001b[38;5;34m33\u001b[0m,    │     \u001b[38;5;34m13,824\u001b[0m │ block3b_se_excit… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m48\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3b_project_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m33\u001b[0m, \u001b[38;5;34m33\u001b[0m,    │        \u001b[38;5;34m192\u001b[0m │ block3b_project_… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m48\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3b_drop        │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m33\u001b[0m, \u001b[38;5;34m33\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ block3b_project_… │\n│ (\u001b[38;5;33mDropout\u001b[0m)           │ \u001b[38;5;34m48\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3b_add (\u001b[38;5;33mAdd\u001b[0m)   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m33\u001b[0m, \u001b[38;5;34m33\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ block3b_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m…\u001b[0m │\n│                     │ \u001b[38;5;34m48\u001b[0m)               │            │ block3a_project_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3c_expand_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m33\u001b[0m, \u001b[38;5;34m33\u001b[0m,    │     \u001b[38;5;34m13,824\u001b[0m │ block3b_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m288\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3c_expand_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m33\u001b[0m, \u001b[38;5;34m33\u001b[0m,    │      \u001b[38;5;34m1,152\u001b[0m │ block3c_expand_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m288\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3c_expand_act… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m33\u001b[0m, \u001b[38;5;34m33\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ block3c_expand_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m288\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3c_dwconv      │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m33\u001b[0m, \u001b[38;5;34m33\u001b[0m,    │      \u001b[38;5;34m7,200\u001b[0m │ block3c_expand_a… │\n│ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m)   │ \u001b[38;5;34m288\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3c_bn          │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m33\u001b[0m, \u001b[38;5;34m33\u001b[0m,    │      \u001b[38;5;34m1,152\u001b[0m │ block3c_dwconv[\u001b[38;5;34m0\u001b[0m… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m288\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3c_activation  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m33\u001b[0m, \u001b[38;5;34m33\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ block3c_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]  │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m288\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3c_se_squeeze  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m288\u001b[0m)       │          \u001b[38;5;34m0\u001b[0m │ block3c_activati… │\n│ (\u001b[38;5;33mGlobalAveragePool…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3c_se_reshape  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m288\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ block3c_se_squee… │\n│ (\u001b[38;5;33mReshape\u001b[0m)           │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3c_se_reduce   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m12\u001b[0m)  │      \u001b[38;5;34m3,468\u001b[0m │ block3c_se_resha… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3c_se_expand   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m288\u001b[0m) │      \u001b[38;5;34m3,744\u001b[0m │ block3c_se_reduc… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3c_se_excite   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m33\u001b[0m, \u001b[38;5;34m33\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ block3c_activati… │\n│ (\u001b[38;5;33mMultiply\u001b[0m)          │ \u001b[38;5;34m288\u001b[0m)              │            │ block3c_se_expan… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3c_project_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m33\u001b[0m, \u001b[38;5;34m33\u001b[0m,    │     \u001b[38;5;34m13,824\u001b[0m │ block3c_se_excit… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m48\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3c_project_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m33\u001b[0m, \u001b[38;5;34m33\u001b[0m,    │        \u001b[38;5;34m192\u001b[0m │ block3c_project_… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m48\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3c_drop        │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m33\u001b[0m, \u001b[38;5;34m33\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ block3c_project_… │\n│ (\u001b[38;5;33mDropout\u001b[0m)           │ \u001b[38;5;34m48\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3c_add (\u001b[38;5;33mAdd\u001b[0m)   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m33\u001b[0m, \u001b[38;5;34m33\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ block3c_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m…\u001b[0m │\n│                     │ \u001b[38;5;34m48\u001b[0m)               │            │ block3b_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4a_expand_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m33\u001b[0m, \u001b[38;5;34m33\u001b[0m,    │     \u001b[38;5;34m13,824\u001b[0m │ block3c_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m288\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4a_expand_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m33\u001b[0m, \u001b[38;5;34m33\u001b[0m,    │      \u001b[38;5;34m1,152\u001b[0m │ block4a_expand_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m288\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4a_expand_act… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m33\u001b[0m, \u001b[38;5;34m33\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ block4a_expand_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m288\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4a_dwconv_pad  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m35\u001b[0m, \u001b[38;5;34m35\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ block4a_expand_a… │\n│ (\u001b[38;5;33mZeroPadding2D\u001b[0m)     │ \u001b[38;5;34m288\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4a_dwconv      │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │      \u001b[38;5;34m2,592\u001b[0m │ block4a_dwconv_p… │\n│ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m)   │ \u001b[38;5;34m288\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4a_bn          │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │      \u001b[38;5;34m1,152\u001b[0m │ block4a_dwconv[\u001b[38;5;34m0\u001b[0m… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m288\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4a_activation  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ block4a_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]  │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m288\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4a_se_squeeze  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m288\u001b[0m)       │          \u001b[38;5;34m0\u001b[0m │ block4a_activati… │\n│ (\u001b[38;5;33mGlobalAveragePool…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4a_se_reshape  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m288\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ block4a_se_squee… │\n│ (\u001b[38;5;33mReshape\u001b[0m)           │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4a_se_reduce   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m12\u001b[0m)  │      \u001b[38;5;34m3,468\u001b[0m │ block4a_se_resha… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4a_se_expand   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m288\u001b[0m) │      \u001b[38;5;34m3,744\u001b[0m │ block4a_se_reduc… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4a_se_excite   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ block4a_activati… │\n│ (\u001b[38;5;33mMultiply\u001b[0m)          │ \u001b[38;5;34m288\u001b[0m)              │            │ block4a_se_expan… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4a_project_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │     \u001b[38;5;34m25,344\u001b[0m │ block4a_se_excit… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m88\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4a_project_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │        \u001b[38;5;34m352\u001b[0m │ block4a_project_… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m88\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4b_expand_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │     \u001b[38;5;34m46,464\u001b[0m │ block4a_project_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m528\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4b_expand_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │      \u001b[38;5;34m2,112\u001b[0m │ block4b_expand_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m528\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4b_expand_act… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ block4b_expand_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m528\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4b_dwconv      │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │      \u001b[38;5;34m4,752\u001b[0m │ block4b_expand_a… │\n│ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m)   │ \u001b[38;5;34m528\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4b_bn          │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │      \u001b[38;5;34m2,112\u001b[0m │ block4b_dwconv[\u001b[38;5;34m0\u001b[0m… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m528\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4b_activation  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ block4b_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]  │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m528\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4b_se_squeeze  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m528\u001b[0m)       │          \u001b[38;5;34m0\u001b[0m │ block4b_activati… │\n│ (\u001b[38;5;33mGlobalAveragePool…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4b_se_reshape  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m528\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ block4b_se_squee… │\n│ (\u001b[38;5;33mReshape\u001b[0m)           │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4b_se_reduce   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m22\u001b[0m)  │     \u001b[38;5;34m11,638\u001b[0m │ block4b_se_resha… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4b_se_expand   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m528\u001b[0m) │     \u001b[38;5;34m12,144\u001b[0m │ block4b_se_reduc… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4b_se_excite   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ block4b_activati… │\n│ (\u001b[38;5;33mMultiply\u001b[0m)          │ \u001b[38;5;34m528\u001b[0m)              │            │ block4b_se_expan… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4b_project_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │     \u001b[38;5;34m46,464\u001b[0m │ block4b_se_excit… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m88\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4b_project_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │        \u001b[38;5;34m352\u001b[0m │ block4b_project_… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m88\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4b_drop        │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ block4b_project_… │\n│ (\u001b[38;5;33mDropout\u001b[0m)           │ \u001b[38;5;34m88\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4b_add (\u001b[38;5;33mAdd\u001b[0m)   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ block4b_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m…\u001b[0m │\n│                     │ \u001b[38;5;34m88\u001b[0m)               │            │ block4a_project_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4c_expand_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │     \u001b[38;5;34m46,464\u001b[0m │ block4b_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m528\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4c_expand_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │      \u001b[38;5;34m2,112\u001b[0m │ block4c_expand_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m528\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4c_expand_act… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ block4c_expand_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m528\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4c_dwconv      │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │      \u001b[38;5;34m4,752\u001b[0m │ block4c_expand_a… │\n│ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m)   │ \u001b[38;5;34m528\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4c_bn          │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │      \u001b[38;5;34m2,112\u001b[0m │ block4c_dwconv[\u001b[38;5;34m0\u001b[0m… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m528\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4c_activation  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ block4c_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]  │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m528\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4c_se_squeeze  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m528\u001b[0m)       │          \u001b[38;5;34m0\u001b[0m │ block4c_activati… │\n│ (\u001b[38;5;33mGlobalAveragePool…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4c_se_reshape  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m528\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ block4c_se_squee… │\n│ (\u001b[38;5;33mReshape\u001b[0m)           │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4c_se_reduce   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m22\u001b[0m)  │     \u001b[38;5;34m11,638\u001b[0m │ block4c_se_resha… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4c_se_expand   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m528\u001b[0m) │     \u001b[38;5;34m12,144\u001b[0m │ block4c_se_reduc… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4c_se_excite   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ block4c_activati… │\n│ (\u001b[38;5;33mMultiply\u001b[0m)          │ \u001b[38;5;34m528\u001b[0m)              │            │ block4c_se_expan… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4c_project_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │     \u001b[38;5;34m46,464\u001b[0m │ block4c_se_excit… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m88\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4c_project_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │        \u001b[38;5;34m352\u001b[0m │ block4c_project_… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m88\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4c_drop        │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ block4c_project_… │\n│ (\u001b[38;5;33mDropout\u001b[0m)           │ \u001b[38;5;34m88\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4c_add (\u001b[38;5;33mAdd\u001b[0m)   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ block4c_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m…\u001b[0m │\n│                     │ \u001b[38;5;34m88\u001b[0m)               │            │ block4b_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4d_expand_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │     \u001b[38;5;34m46,464\u001b[0m │ block4c_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m528\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4d_expand_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │      \u001b[38;5;34m2,112\u001b[0m │ block4d_expand_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m528\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4d_expand_act… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ block4d_expand_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m528\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4d_dwconv      │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │      \u001b[38;5;34m4,752\u001b[0m │ block4d_expand_a… │\n│ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m)   │ \u001b[38;5;34m528\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4d_bn          │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │      \u001b[38;5;34m2,112\u001b[0m │ block4d_dwconv[\u001b[38;5;34m0\u001b[0m… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m528\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4d_activation  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ block4d_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]  │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m528\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4d_se_squeeze  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m528\u001b[0m)       │          \u001b[38;5;34m0\u001b[0m │ block4d_activati… │\n│ (\u001b[38;5;33mGlobalAveragePool…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4d_se_reshape  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m528\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ block4d_se_squee… │\n│ (\u001b[38;5;33mReshape\u001b[0m)           │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4d_se_reduce   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m22\u001b[0m)  │     \u001b[38;5;34m11,638\u001b[0m │ block4d_se_resha… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4d_se_expand   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m528\u001b[0m) │     \u001b[38;5;34m12,144\u001b[0m │ block4d_se_reduc… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4d_se_excite   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ block4d_activati… │\n│ (\u001b[38;5;33mMultiply\u001b[0m)          │ \u001b[38;5;34m528\u001b[0m)              │            │ block4d_se_expan… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4d_project_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │     \u001b[38;5;34m46,464\u001b[0m │ block4d_se_excit… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m88\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4d_project_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │        \u001b[38;5;34m352\u001b[0m │ block4d_project_… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m88\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4d_drop        │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ block4d_project_… │\n│ (\u001b[38;5;33mDropout\u001b[0m)           │ \u001b[38;5;34m88\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4d_add (\u001b[38;5;33mAdd\u001b[0m)   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ block4d_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m…\u001b[0m │\n│                     │ \u001b[38;5;34m88\u001b[0m)               │            │ block4c_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5a_expand_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │     \u001b[38;5;34m46,464\u001b[0m │ block4d_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m528\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5a_expand_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │      \u001b[38;5;34m2,112\u001b[0m │ block5a_expand_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m528\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5a_expand_act… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ block5a_expand_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m528\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5a_dwconv      │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │     \u001b[38;5;34m13,200\u001b[0m │ block5a_expand_a… │\n│ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m)   │ \u001b[38;5;34m528\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5a_bn          │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │      \u001b[38;5;34m2,112\u001b[0m │ block5a_dwconv[\u001b[38;5;34m0\u001b[0m… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m528\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5a_activation  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ block5a_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]  │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m528\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5a_se_squeeze  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m528\u001b[0m)       │          \u001b[38;5;34m0\u001b[0m │ block5a_activati… │\n│ (\u001b[38;5;33mGlobalAveragePool…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5a_se_reshape  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m528\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ block5a_se_squee… │\n│ (\u001b[38;5;33mReshape\u001b[0m)           │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5a_se_reduce   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m22\u001b[0m)  │     \u001b[38;5;34m11,638\u001b[0m │ block5a_se_resha… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5a_se_expand   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m528\u001b[0m) │     \u001b[38;5;34m12,144\u001b[0m │ block5a_se_reduc… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5a_se_excite   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ block5a_activati… │\n│ (\u001b[38;5;33mMultiply\u001b[0m)          │ \u001b[38;5;34m528\u001b[0m)              │            │ block5a_se_expan… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5a_project_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │     \u001b[38;5;34m63,360\u001b[0m │ block5a_se_excit… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m120\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5a_project_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │        \u001b[38;5;34m480\u001b[0m │ block5a_project_… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m120\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5b_expand_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │     \u001b[38;5;34m86,400\u001b[0m │ block5a_project_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m720\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5b_expand_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │      \u001b[38;5;34m2,880\u001b[0m │ block5b_expand_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m720\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5b_expand_act… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ block5b_expand_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m720\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5b_dwconv      │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │     \u001b[38;5;34m18,000\u001b[0m │ block5b_expand_a… │\n│ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m)   │ \u001b[38;5;34m720\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5b_bn          │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │      \u001b[38;5;34m2,880\u001b[0m │ block5b_dwconv[\u001b[38;5;34m0\u001b[0m… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m720\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5b_activation  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ block5b_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]  │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m720\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5b_se_squeeze  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m720\u001b[0m)       │          \u001b[38;5;34m0\u001b[0m │ block5b_activati… │\n│ (\u001b[38;5;33mGlobalAveragePool…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5b_se_reshape  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m720\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ block5b_se_squee… │\n│ (\u001b[38;5;33mReshape\u001b[0m)           │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5b_se_reduce   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m30\u001b[0m)  │     \u001b[38;5;34m21,630\u001b[0m │ block5b_se_resha… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5b_se_expand   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m720\u001b[0m) │     \u001b[38;5;34m22,320\u001b[0m │ block5b_se_reduc… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5b_se_excite   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ block5b_activati… │\n│ (\u001b[38;5;33mMultiply\u001b[0m)          │ \u001b[38;5;34m720\u001b[0m)              │            │ block5b_se_expan… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5b_project_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │     \u001b[38;5;34m86,400\u001b[0m │ block5b_se_excit… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m120\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5b_project_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │        \u001b[38;5;34m480\u001b[0m │ block5b_project_… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m120\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5b_drop        │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ block5b_project_… │\n│ (\u001b[38;5;33mDropout\u001b[0m)           │ \u001b[38;5;34m120\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5b_add (\u001b[38;5;33mAdd\u001b[0m)   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ block5b_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m…\u001b[0m │\n│                     │ \u001b[38;5;34m120\u001b[0m)              │            │ block5a_project_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5c_expand_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │     \u001b[38;5;34m86,400\u001b[0m │ block5b_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m720\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5c_expand_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │      \u001b[38;5;34m2,880\u001b[0m │ block5c_expand_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m720\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5c_expand_act… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ block5c_expand_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m720\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5c_dwconv      │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │     \u001b[38;5;34m18,000\u001b[0m │ block5c_expand_a… │\n│ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m)   │ \u001b[38;5;34m720\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5c_bn          │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │      \u001b[38;5;34m2,880\u001b[0m │ block5c_dwconv[\u001b[38;5;34m0\u001b[0m… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m720\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5c_activation  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ block5c_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]  │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m720\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5c_se_squeeze  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m720\u001b[0m)       │          \u001b[38;5;34m0\u001b[0m │ block5c_activati… │\n│ (\u001b[38;5;33mGlobalAveragePool…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5c_se_reshape  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m720\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ block5c_se_squee… │\n│ (\u001b[38;5;33mReshape\u001b[0m)           │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5c_se_reduce   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m30\u001b[0m)  │     \u001b[38;5;34m21,630\u001b[0m │ block5c_se_resha… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5c_se_expand   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m720\u001b[0m) │     \u001b[38;5;34m22,320\u001b[0m │ block5c_se_reduc… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5c_se_excite   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ block5c_activati… │\n│ (\u001b[38;5;33mMultiply\u001b[0m)          │ \u001b[38;5;34m720\u001b[0m)              │            │ block5c_se_expan… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5c_project_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │     \u001b[38;5;34m86,400\u001b[0m │ block5c_se_excit… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m120\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5c_project_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │        \u001b[38;5;34m480\u001b[0m │ block5c_project_… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m120\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5c_drop        │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ block5c_project_… │\n│ (\u001b[38;5;33mDropout\u001b[0m)           │ \u001b[38;5;34m120\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5c_add (\u001b[38;5;33mAdd\u001b[0m)   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ block5c_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m…\u001b[0m │\n│                     │ \u001b[38;5;34m120\u001b[0m)              │            │ block5b_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5d_expand_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │     \u001b[38;5;34m86,400\u001b[0m │ block5c_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m720\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5d_expand_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │      \u001b[38;5;34m2,880\u001b[0m │ block5d_expand_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m720\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5d_expand_act… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ block5d_expand_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m720\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5d_dwconv      │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │     \u001b[38;5;34m18,000\u001b[0m │ block5d_expand_a… │\n│ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m)   │ \u001b[38;5;34m720\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5d_bn          │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │      \u001b[38;5;34m2,880\u001b[0m │ block5d_dwconv[\u001b[38;5;34m0\u001b[0m… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m720\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5d_activation  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ block5d_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]  │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m720\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5d_se_squeeze  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m720\u001b[0m)       │          \u001b[38;5;34m0\u001b[0m │ block5d_activati… │\n│ (\u001b[38;5;33mGlobalAveragePool…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5d_se_reshape  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m720\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ block5d_se_squee… │\n│ (\u001b[38;5;33mReshape\u001b[0m)           │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5d_se_reduce   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m30\u001b[0m)  │     \u001b[38;5;34m21,630\u001b[0m │ block5d_se_resha… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5d_se_expand   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m720\u001b[0m) │     \u001b[38;5;34m22,320\u001b[0m │ block5d_se_reduc… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5d_se_excite   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ block5d_activati… │\n│ (\u001b[38;5;33mMultiply\u001b[0m)          │ \u001b[38;5;34m720\u001b[0m)              │            │ block5d_se_expan… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5d_project_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │     \u001b[38;5;34m86,400\u001b[0m │ block5d_se_excit… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m120\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5d_project_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │        \u001b[38;5;34m480\u001b[0m │ block5d_project_… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m120\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5d_drop        │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ block5d_project_… │\n│ (\u001b[38;5;33mDropout\u001b[0m)           │ \u001b[38;5;34m120\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5d_add (\u001b[38;5;33mAdd\u001b[0m)   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ block5d_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m…\u001b[0m │\n│                     │ \u001b[38;5;34m120\u001b[0m)              │            │ block5c_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6a_expand_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │     \u001b[38;5;34m86,400\u001b[0m │ block5d_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m720\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6a_expand_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │      \u001b[38;5;34m2,880\u001b[0m │ block6a_expand_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m720\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6a_expand_act… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ block6a_expand_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m720\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6a_dwconv_pad  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m21\u001b[0m, \u001b[38;5;34m21\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ block6a_expand_a… │\n│ (\u001b[38;5;33mZeroPadding2D\u001b[0m)     │ \u001b[38;5;34m720\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6a_dwconv      │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m9\u001b[0m, \u001b[38;5;34m9\u001b[0m, \u001b[38;5;34m720\u001b[0m) │     \u001b[38;5;34m18,000\u001b[0m │ block6a_dwconv_p… │\n│ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m)   │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6a_bn          │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m9\u001b[0m, \u001b[38;5;34m9\u001b[0m, \u001b[38;5;34m720\u001b[0m) │      \u001b[38;5;34m2,880\u001b[0m │ block6a_dwconv[\u001b[38;5;34m0\u001b[0m… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6a_activation  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m9\u001b[0m, \u001b[38;5;34m9\u001b[0m, \u001b[38;5;34m720\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ block6a_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]  │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6a_se_squeeze  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m720\u001b[0m)       │          \u001b[38;5;34m0\u001b[0m │ block6a_activati… │\n│ (\u001b[38;5;33mGlobalAveragePool…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6a_se_reshape  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m720\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ block6a_se_squee… │\n│ (\u001b[38;5;33mReshape\u001b[0m)           │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6a_se_reduce   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m30\u001b[0m)  │     \u001b[38;5;34m21,630\u001b[0m │ block6a_se_resha… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6a_se_expand   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m720\u001b[0m) │     \u001b[38;5;34m22,320\u001b[0m │ block6a_se_reduc… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6a_se_excite   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m9\u001b[0m, \u001b[38;5;34m9\u001b[0m, \u001b[38;5;34m720\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ block6a_activati… │\n│ (\u001b[38;5;33mMultiply\u001b[0m)          │                   │            │ block6a_se_expan… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6a_project_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m9\u001b[0m, \u001b[38;5;34m9\u001b[0m, \u001b[38;5;34m208\u001b[0m) │    \u001b[38;5;34m149,760\u001b[0m │ block6a_se_excit… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6a_project_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m9\u001b[0m, \u001b[38;5;34m9\u001b[0m, \u001b[38;5;34m208\u001b[0m) │        \u001b[38;5;34m832\u001b[0m │ block6a_project_… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6b_expand_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m9\u001b[0m, \u001b[38;5;34m9\u001b[0m,      │    \u001b[38;5;34m259,584\u001b[0m │ block6a_project_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m1248\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6b_expand_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m9\u001b[0m, \u001b[38;5;34m9\u001b[0m,      │      \u001b[38;5;34m4,992\u001b[0m │ block6b_expand_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m1248\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6b_expand_act… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m9\u001b[0m, \u001b[38;5;34m9\u001b[0m,      │          \u001b[38;5;34m0\u001b[0m │ block6b_expand_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m1248\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6b_dwconv      │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m9\u001b[0m, \u001b[38;5;34m9\u001b[0m,      │     \u001b[38;5;34m31,200\u001b[0m │ block6b_expand_a… │\n│ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m)   │ \u001b[38;5;34m1248\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6b_bn          │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m9\u001b[0m, \u001b[38;5;34m9\u001b[0m,      │      \u001b[38;5;34m4,992\u001b[0m │ block6b_dwconv[\u001b[38;5;34m0\u001b[0m… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m1248\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6b_activation  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m9\u001b[0m, \u001b[38;5;34m9\u001b[0m,      │          \u001b[38;5;34m0\u001b[0m │ block6b_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]  │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m1248\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6b_se_squeeze  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1248\u001b[0m)      │          \u001b[38;5;34m0\u001b[0m │ block6b_activati… │\n│ (\u001b[38;5;33mGlobalAveragePool…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6b_se_reshape  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m,      │          \u001b[38;5;34m0\u001b[0m │ block6b_se_squee… │\n│ (\u001b[38;5;33mReshape\u001b[0m)           │ \u001b[38;5;34m1248\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6b_se_reduce   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m52\u001b[0m)  │     \u001b[38;5;34m64,948\u001b[0m │ block6b_se_resha… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6b_se_expand   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m,      │     \u001b[38;5;34m66,144\u001b[0m │ block6b_se_reduc… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m1248\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6b_se_excite   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m9\u001b[0m, \u001b[38;5;34m9\u001b[0m,      │          \u001b[38;5;34m0\u001b[0m │ block6b_activati… │\n│ (\u001b[38;5;33mMultiply\u001b[0m)          │ \u001b[38;5;34m1248\u001b[0m)             │            │ block6b_se_expan… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6b_project_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m9\u001b[0m, \u001b[38;5;34m9\u001b[0m, \u001b[38;5;34m208\u001b[0m) │    \u001b[38;5;34m259,584\u001b[0m │ block6b_se_excit… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6b_project_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m9\u001b[0m, \u001b[38;5;34m9\u001b[0m, \u001b[38;5;34m208\u001b[0m) │        \u001b[38;5;34m832\u001b[0m │ block6b_project_… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6b_drop        │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m9\u001b[0m, \u001b[38;5;34m9\u001b[0m, \u001b[38;5;34m208\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ block6b_project_… │\n│ (\u001b[38;5;33mDropout\u001b[0m)           │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6b_add (\u001b[38;5;33mAdd\u001b[0m)   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m9\u001b[0m, \u001b[38;5;34m9\u001b[0m, \u001b[38;5;34m208\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ block6b_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m…\u001b[0m │\n│                     │                   │            │ block6a_project_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6c_expand_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m9\u001b[0m, \u001b[38;5;34m9\u001b[0m,      │    \u001b[38;5;34m259,584\u001b[0m │ block6b_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m1248\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6c_expand_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m9\u001b[0m, \u001b[38;5;34m9\u001b[0m,      │      \u001b[38;5;34m4,992\u001b[0m │ block6c_expand_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m1248\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6c_expand_act… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m9\u001b[0m, \u001b[38;5;34m9\u001b[0m,      │          \u001b[38;5;34m0\u001b[0m │ block6c_expand_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m1248\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6c_dwconv      │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m9\u001b[0m, \u001b[38;5;34m9\u001b[0m,      │     \u001b[38;5;34m31,200\u001b[0m │ block6c_expand_a… │\n│ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m)   │ \u001b[38;5;34m1248\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6c_bn          │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m9\u001b[0m, \u001b[38;5;34m9\u001b[0m,      │      \u001b[38;5;34m4,992\u001b[0m │ block6c_dwconv[\u001b[38;5;34m0\u001b[0m… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m1248\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6c_activation  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m9\u001b[0m, \u001b[38;5;34m9\u001b[0m,      │          \u001b[38;5;34m0\u001b[0m │ block6c_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]  │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m1248\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6c_se_squeeze  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1248\u001b[0m)      │          \u001b[38;5;34m0\u001b[0m │ block6c_activati… │\n│ (\u001b[38;5;33mGlobalAveragePool…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6c_se_reshape  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m,      │          \u001b[38;5;34m0\u001b[0m │ block6c_se_squee… │\n│ (\u001b[38;5;33mReshape\u001b[0m)           │ \u001b[38;5;34m1248\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6c_se_reduce   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m52\u001b[0m)  │     \u001b[38;5;34m64,948\u001b[0m │ block6c_se_resha… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6c_se_expand   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m,      │     \u001b[38;5;34m66,144\u001b[0m │ block6c_se_reduc… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m1248\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6c_se_excite   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m9\u001b[0m, \u001b[38;5;34m9\u001b[0m,      │          \u001b[38;5;34m0\u001b[0m │ block6c_activati… │\n│ (\u001b[38;5;33mMultiply\u001b[0m)          │ \u001b[38;5;34m1248\u001b[0m)             │            │ block6c_se_expan… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6c_project_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m9\u001b[0m, \u001b[38;5;34m9\u001b[0m, \u001b[38;5;34m208\u001b[0m) │    \u001b[38;5;34m259,584\u001b[0m │ block6c_se_excit… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6c_project_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m9\u001b[0m, \u001b[38;5;34m9\u001b[0m, \u001b[38;5;34m208\u001b[0m) │        \u001b[38;5;34m832\u001b[0m │ block6c_project_… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6c_drop        │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m9\u001b[0m, \u001b[38;5;34m9\u001b[0m, \u001b[38;5;34m208\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ block6c_project_… │\n│ (\u001b[38;5;33mDropout\u001b[0m)           │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6c_add (\u001b[38;5;33mAdd\u001b[0m)   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m9\u001b[0m, \u001b[38;5;34m9\u001b[0m, \u001b[38;5;34m208\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ block6c_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m…\u001b[0m │\n│                     │                   │            │ block6b_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6d_expand_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m9\u001b[0m, \u001b[38;5;34m9\u001b[0m,      │    \u001b[38;5;34m259,584\u001b[0m │ block6c_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m1248\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6d_expand_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m9\u001b[0m, \u001b[38;5;34m9\u001b[0m,      │      \u001b[38;5;34m4,992\u001b[0m │ block6d_expand_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m1248\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6d_expand_act… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m9\u001b[0m, \u001b[38;5;34m9\u001b[0m,      │          \u001b[38;5;34m0\u001b[0m │ block6d_expand_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m1248\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6d_dwconv      │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m9\u001b[0m, \u001b[38;5;34m9\u001b[0m,      │     \u001b[38;5;34m31,200\u001b[0m │ block6d_expand_a… │\n│ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m)   │ \u001b[38;5;34m1248\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6d_bn          │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m9\u001b[0m, \u001b[38;5;34m9\u001b[0m,      │      \u001b[38;5;34m4,992\u001b[0m │ block6d_dwconv[\u001b[38;5;34m0\u001b[0m… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m1248\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6d_activation  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m9\u001b[0m, \u001b[38;5;34m9\u001b[0m,      │          \u001b[38;5;34m0\u001b[0m │ block6d_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]  │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m1248\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6d_se_squeeze  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1248\u001b[0m)      │          \u001b[38;5;34m0\u001b[0m │ block6d_activati… │\n│ (\u001b[38;5;33mGlobalAveragePool…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6d_se_reshape  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m,      │          \u001b[38;5;34m0\u001b[0m │ block6d_se_squee… │\n│ (\u001b[38;5;33mReshape\u001b[0m)           │ \u001b[38;5;34m1248\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6d_se_reduce   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m52\u001b[0m)  │     \u001b[38;5;34m64,948\u001b[0m │ block6d_se_resha… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6d_se_expand   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m,      │     \u001b[38;5;34m66,144\u001b[0m │ block6d_se_reduc… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m1248\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6d_se_excite   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m9\u001b[0m, \u001b[38;5;34m9\u001b[0m,      │          \u001b[38;5;34m0\u001b[0m │ block6d_activati… │\n│ (\u001b[38;5;33mMultiply\u001b[0m)          │ \u001b[38;5;34m1248\u001b[0m)             │            │ block6d_se_expan… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6d_project_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m9\u001b[0m, \u001b[38;5;34m9\u001b[0m, \u001b[38;5;34m208\u001b[0m) │    \u001b[38;5;34m259,584\u001b[0m │ block6d_se_excit… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6d_project_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m9\u001b[0m, \u001b[38;5;34m9\u001b[0m, \u001b[38;5;34m208\u001b[0m) │        \u001b[38;5;34m832\u001b[0m │ block6d_project_… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6d_drop        │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m9\u001b[0m, \u001b[38;5;34m9\u001b[0m, \u001b[38;5;34m208\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ block6d_project_… │\n│ (\u001b[38;5;33mDropout\u001b[0m)           │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6d_add (\u001b[38;5;33mAdd\u001b[0m)   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m9\u001b[0m, \u001b[38;5;34m9\u001b[0m, \u001b[38;5;34m208\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ block6d_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m…\u001b[0m │\n│                     │                   │            │ block6c_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6e_expand_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m9\u001b[0m, \u001b[38;5;34m9\u001b[0m,      │    \u001b[38;5;34m259,584\u001b[0m │ block6d_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m1248\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6e_expand_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m9\u001b[0m, \u001b[38;5;34m9\u001b[0m,      │      \u001b[38;5;34m4,992\u001b[0m │ block6e_expand_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m1248\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6e_expand_act… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m9\u001b[0m, \u001b[38;5;34m9\u001b[0m,      │          \u001b[38;5;34m0\u001b[0m │ block6e_expand_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m1248\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6e_dwconv      │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m9\u001b[0m, \u001b[38;5;34m9\u001b[0m,      │     \u001b[38;5;34m31,200\u001b[0m │ block6e_expand_a… │\n│ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m)   │ \u001b[38;5;34m1248\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6e_bn          │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m9\u001b[0m, \u001b[38;5;34m9\u001b[0m,      │      \u001b[38;5;34m4,992\u001b[0m │ block6e_dwconv[\u001b[38;5;34m0\u001b[0m… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m1248\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6e_activation  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m9\u001b[0m, \u001b[38;5;34m9\u001b[0m,      │          \u001b[38;5;34m0\u001b[0m │ block6e_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]  │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m1248\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6e_se_squeeze  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1248\u001b[0m)      │          \u001b[38;5;34m0\u001b[0m │ block6e_activati… │\n│ (\u001b[38;5;33mGlobalAveragePool…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6e_se_reshape  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m,      │          \u001b[38;5;34m0\u001b[0m │ block6e_se_squee… │\n│ (\u001b[38;5;33mReshape\u001b[0m)           │ \u001b[38;5;34m1248\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6e_se_reduce   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m52\u001b[0m)  │     \u001b[38;5;34m64,948\u001b[0m │ block6e_se_resha… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6e_se_expand   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m,      │     \u001b[38;5;34m66,144\u001b[0m │ block6e_se_reduc… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m1248\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6e_se_excite   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m9\u001b[0m, \u001b[38;5;34m9\u001b[0m,      │          \u001b[38;5;34m0\u001b[0m │ block6e_activati… │\n│ (\u001b[38;5;33mMultiply\u001b[0m)          │ \u001b[38;5;34m1248\u001b[0m)             │            │ block6e_se_expan… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6e_project_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m9\u001b[0m, \u001b[38;5;34m9\u001b[0m, \u001b[38;5;34m208\u001b[0m) │    \u001b[38;5;34m259,584\u001b[0m │ block6e_se_excit… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6e_project_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m9\u001b[0m, \u001b[38;5;34m9\u001b[0m, \u001b[38;5;34m208\u001b[0m) │        \u001b[38;5;34m832\u001b[0m │ block6e_project_… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6e_drop        │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m9\u001b[0m, \u001b[38;5;34m9\u001b[0m, \u001b[38;5;34m208\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ block6e_project_… │\n│ (\u001b[38;5;33mDropout\u001b[0m)           │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6e_add (\u001b[38;5;33mAdd\u001b[0m)   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m9\u001b[0m, \u001b[38;5;34m9\u001b[0m, \u001b[38;5;34m208\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ block6e_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m…\u001b[0m │\n│                     │                   │            │ block6d_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block7a_expand_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m9\u001b[0m, \u001b[38;5;34m9\u001b[0m,      │    \u001b[38;5;34m259,584\u001b[0m │ block6e_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m1248\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block7a_expand_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m9\u001b[0m, \u001b[38;5;34m9\u001b[0m,      │      \u001b[38;5;34m4,992\u001b[0m │ block7a_expand_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m1248\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block7a_expand_act… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m9\u001b[0m, \u001b[38;5;34m9\u001b[0m,      │          \u001b[38;5;34m0\u001b[0m │ block7a_expand_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m1248\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block7a_dwconv      │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m9\u001b[0m, \u001b[38;5;34m9\u001b[0m,      │     \u001b[38;5;34m11,232\u001b[0m │ block7a_expand_a… │\n│ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m)   │ \u001b[38;5;34m1248\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block7a_bn          │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m9\u001b[0m, \u001b[38;5;34m9\u001b[0m,      │      \u001b[38;5;34m4,992\u001b[0m │ block7a_dwconv[\u001b[38;5;34m0\u001b[0m… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m1248\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block7a_activation  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m9\u001b[0m, \u001b[38;5;34m9\u001b[0m,      │          \u001b[38;5;34m0\u001b[0m │ block7a_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]  │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m1248\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block7a_se_squeeze  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1248\u001b[0m)      │          \u001b[38;5;34m0\u001b[0m │ block7a_activati… │\n│ (\u001b[38;5;33mGlobalAveragePool…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block7a_se_reshape  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m,      │          \u001b[38;5;34m0\u001b[0m │ block7a_se_squee… │\n│ (\u001b[38;5;33mReshape\u001b[0m)           │ \u001b[38;5;34m1248\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block7a_se_reduce   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m52\u001b[0m)  │     \u001b[38;5;34m64,948\u001b[0m │ block7a_se_resha… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block7a_se_expand   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m,      │     \u001b[38;5;34m66,144\u001b[0m │ block7a_se_reduc… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m1248\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block7a_se_excite   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m9\u001b[0m, \u001b[38;5;34m9\u001b[0m,      │          \u001b[38;5;34m0\u001b[0m │ block7a_activati… │\n│ (\u001b[38;5;33mMultiply\u001b[0m)          │ \u001b[38;5;34m1248\u001b[0m)             │            │ block7a_se_expan… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block7a_project_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m9\u001b[0m, \u001b[38;5;34m9\u001b[0m, \u001b[38;5;34m352\u001b[0m) │    \u001b[38;5;34m439,296\u001b[0m │ block7a_se_excit… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block7a_project_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m9\u001b[0m, \u001b[38;5;34m9\u001b[0m, \u001b[38;5;34m352\u001b[0m) │      \u001b[38;5;34m1,408\u001b[0m │ block7a_project_… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block7b_expand_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m9\u001b[0m, \u001b[38;5;34m9\u001b[0m,      │    \u001b[38;5;34m743,424\u001b[0m │ block7a_project_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m2112\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block7b_expand_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m9\u001b[0m, \u001b[38;5;34m9\u001b[0m,      │      \u001b[38;5;34m8,448\u001b[0m │ block7b_expand_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m2112\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block7b_expand_act… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m9\u001b[0m, \u001b[38;5;34m9\u001b[0m,      │          \u001b[38;5;34m0\u001b[0m │ block7b_expand_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m2112\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block7b_dwconv      │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m9\u001b[0m, \u001b[38;5;34m9\u001b[0m,      │     \u001b[38;5;34m19,008\u001b[0m │ block7b_expand_a… │\n│ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m)   │ \u001b[38;5;34m2112\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block7b_bn          │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m9\u001b[0m, \u001b[38;5;34m9\u001b[0m,      │      \u001b[38;5;34m8,448\u001b[0m │ block7b_dwconv[\u001b[38;5;34m0\u001b[0m… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m2112\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block7b_activation  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m9\u001b[0m, \u001b[38;5;34m9\u001b[0m,      │          \u001b[38;5;34m0\u001b[0m │ block7b_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]  │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m2112\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block7b_se_squeeze  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m2112\u001b[0m)      │          \u001b[38;5;34m0\u001b[0m │ block7b_activati… │\n│ (\u001b[38;5;33mGlobalAveragePool…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block7b_se_reshape  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m,      │          \u001b[38;5;34m0\u001b[0m │ block7b_se_squee… │\n│ (\u001b[38;5;33mReshape\u001b[0m)           │ \u001b[38;5;34m2112\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block7b_se_reduce   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m88\u001b[0m)  │    \u001b[38;5;34m185,944\u001b[0m │ block7b_se_resha… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block7b_se_expand   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m,      │    \u001b[38;5;34m187,968\u001b[0m │ block7b_se_reduc… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m2112\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block7b_se_excite   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m9\u001b[0m, \u001b[38;5;34m9\u001b[0m,      │          \u001b[38;5;34m0\u001b[0m │ block7b_activati… │\n│ (\u001b[38;5;33mMultiply\u001b[0m)          │ \u001b[38;5;34m2112\u001b[0m)             │            │ block7b_se_expan… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block7b_project_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m9\u001b[0m, \u001b[38;5;34m9\u001b[0m, \u001b[38;5;34m352\u001b[0m) │    \u001b[38;5;34m743,424\u001b[0m │ block7b_se_excit… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block7b_project_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m9\u001b[0m, \u001b[38;5;34m9\u001b[0m, \u001b[38;5;34m352\u001b[0m) │      \u001b[38;5;34m1,408\u001b[0m │ block7b_project_… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block7b_drop        │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m9\u001b[0m, \u001b[38;5;34m9\u001b[0m, \u001b[38;5;34m352\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ block7b_project_… │\n│ (\u001b[38;5;33mDropout\u001b[0m)           │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block7b_add (\u001b[38;5;33mAdd\u001b[0m)   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m9\u001b[0m, \u001b[38;5;34m9\u001b[0m, \u001b[38;5;34m352\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ block7b_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m…\u001b[0m │\n│                     │                   │            │ block7a_project_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ top_conv (\u001b[38;5;33mConv2D\u001b[0m)   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m9\u001b[0m, \u001b[38;5;34m9\u001b[0m,      │    \u001b[38;5;34m495,616\u001b[0m │ block7b_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n│                     │ \u001b[38;5;34m1408\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ top_bn              │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m9\u001b[0m, \u001b[38;5;34m9\u001b[0m,      │      \u001b[38;5;34m5,632\u001b[0m │ top_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]    │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m1408\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ top_activation      │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m9\u001b[0m, \u001b[38;5;34m9\u001b[0m,      │          \u001b[38;5;34m0\u001b[0m │ top_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]      │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m1408\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ global_average_poo… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1408\u001b[0m)      │          \u001b[38;5;34m0\u001b[0m │ top_activation[\u001b[38;5;34m0\u001b[0m… │\n│ (\u001b[38;5;33mGlobalAveragePool…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ reshape_3 (\u001b[38;5;33mReshape\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m,      │          \u001b[38;5;34m0\u001b[0m │ global_average_p… │\n│                     │ \u001b[38;5;34m1408\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ dense_12 (\u001b[38;5;33mDense\u001b[0m)    │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m88\u001b[0m)  │    \u001b[38;5;34m123,992\u001b[0m │ reshape_3[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ dense_13 (\u001b[38;5;33mDense\u001b[0m)    │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m,      │    \u001b[38;5;34m125,312\u001b[0m │ dense_12[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]    │\n│                     │ \u001b[38;5;34m1408\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ multiply_3          │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m9\u001b[0m, \u001b[38;5;34m9\u001b[0m,      │          \u001b[38;5;34m0\u001b[0m │ top_activation[\u001b[38;5;34m0\u001b[0m… │\n│ (\u001b[38;5;33mMultiply\u001b[0m)          │ \u001b[38;5;34m1408\u001b[0m)             │            │ dense_13[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]    │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ global_average_poo… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1408\u001b[0m)      │          \u001b[38;5;34m0\u001b[0m │ multiply_3[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]  │\n│ (\u001b[38;5;33mGlobalAveragePool…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ dense_14 (\u001b[38;5;33mDense\u001b[0m)    │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m256\u001b[0m)       │    \u001b[38;5;34m360,704\u001b[0m │ global_average_p… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ dropout_3 (\u001b[38;5;33mDropout\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m256\u001b[0m)       │          \u001b[38;5;34m0\u001b[0m │ dense_14[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]    │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ dense_15 (\u001b[38;5;33mDense\u001b[0m)    │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m4\u001b[0m)         │      \u001b[38;5;34m1,028\u001b[0m │ dropout_3[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]   │\n└─────────────────────┴───────────────────┴────────────┴───────────────────┘\n","text/html":"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">┏━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┓\n┃<span style=\"font-weight: bold\"> Layer (type)        </span>┃<span style=\"font-weight: bold\"> Output Shape      </span>┃<span style=\"font-weight: bold\">    Param # </span>┃<span style=\"font-weight: bold\"> Connected to      </span>┃\n┡━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━┩\n│ input_layer_3       │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">260</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">260</span>,  │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ -                 │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">InputLayer</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">3</span>)                │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ rescaling_2         │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">260</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">260</span>,  │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ input_layer_3[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Rescaling</span>)         │ <span style=\"color: #00af00; text-decoration-color: #00af00\">3</span>)                │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ normalization_2     │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">260</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">260</span>,  │          <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span> │ rescaling_2[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>] │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Normalization</span>)     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">3</span>)                │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ stem_conv_pad       │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">261</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">261</span>,  │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ normalization_2[<span style=\"color: #00af00; text-decoration-color: #00af00\">…</span> │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">ZeroPadding2D</span>)     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">3</span>)                │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ stem_conv (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">130</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">130</span>,  │        <span style=\"color: #00af00; text-decoration-color: #00af00\">864</span> │ stem_conv_pad[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]… │\n│                     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ stem_bn             │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">130</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">130</span>,  │        <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span> │ stem_conv[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]   │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ stem_activation     │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">130</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">130</span>,  │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ stem_bn[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]     │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block1a_dwconv      │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">130</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">130</span>,  │        <span style=\"color: #00af00; text-decoration-color: #00af00\">288</span> │ stem_activation[<span style=\"color: #00af00; text-decoration-color: #00af00\">…</span> │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">DepthwiseConv2D</span>)   │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block1a_bn          │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">130</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">130</span>,  │        <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span> │ block1a_dwconv[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block1a_activation  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">130</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">130</span>,  │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block1a_bn[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]  │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block1a_se_squeeze  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)        │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block1a_activati… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">GlobalAveragePool…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block1a_se_reshape  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)  │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block1a_se_squee… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Reshape</span>)           │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block1a_se_reduce   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>)   │        <span style=\"color: #00af00; text-decoration-color: #00af00\">264</span> │ block1a_se_resha… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block1a_se_expand   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)  │        <span style=\"color: #00af00; text-decoration-color: #00af00\">288</span> │ block1a_se_reduc… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block1a_se_excite   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">130</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">130</span>,  │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block1a_activati… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Multiply</span>)          │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │ block1a_se_expan… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block1a_project_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">130</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">130</span>,  │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ block1a_se_excit… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block1a_project_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">130</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">130</span>,  │         <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span> │ block1a_project_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block1b_dwconv      │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">130</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">130</span>,  │        <span style=\"color: #00af00; text-decoration-color: #00af00\">144</span> │ block1a_project_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">DepthwiseConv2D</span>)   │ <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block1b_bn          │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">130</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">130</span>,  │         <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span> │ block1b_dwconv[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block1b_activation  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">130</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">130</span>,  │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block1b_bn[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]  │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block1b_se_squeeze  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>)        │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block1b_activati… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">GlobalAveragePool…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block1b_se_reshape  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>)  │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block1b_se_squee… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Reshape</span>)           │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block1b_se_reduce   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">4</span>)   │         <span style=\"color: #00af00; text-decoration-color: #00af00\">68</span> │ block1b_se_resha… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block1b_se_expand   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>)  │         <span style=\"color: #00af00; text-decoration-color: #00af00\">80</span> │ block1b_se_reduc… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block1b_se_excite   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">130</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">130</span>,  │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block1b_activati… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Multiply</span>)          │ <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>)               │            │ block1b_se_expan… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block1b_project_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">130</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">130</span>,  │        <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span> │ block1b_se_excit… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block1b_project_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">130</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">130</span>,  │         <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span> │ block1b_project_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block1b_drop        │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">130</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">130</span>,  │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block1b_project_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dropout</span>)           │ <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block1b_add (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">130</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">130</span>,  │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block1b_drop[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">…</span> │\n│                     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>)               │            │ block1a_project_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2a_expand_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">130</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">130</span>,  │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,536</span> │ block1b_add[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>] │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">96</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2a_expand_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">130</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">130</span>,  │        <span style=\"color: #00af00; text-decoration-color: #00af00\">384</span> │ block2a_expand_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">96</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2a_expand_act… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">130</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">130</span>,  │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block2a_expand_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">96</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2a_dwconv_pad  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">131</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">131</span>,  │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block2a_expand_a… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">ZeroPadding2D</span>)     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">96</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2a_dwconv      │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">65</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">65</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">864</span> │ block2a_dwconv_p… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">DepthwiseConv2D</span>)   │ <span style=\"color: #00af00; text-decoration-color: #00af00\">96</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2a_bn          │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">65</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">65</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">384</span> │ block2a_dwconv[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">96</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2a_activation  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">65</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">65</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block2a_bn[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]  │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">96</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2a_se_squeeze  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">96</span>)        │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block2a_activati… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">GlobalAveragePool…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2a_se_reshape  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">96</span>)  │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block2a_se_squee… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Reshape</span>)           │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2a_se_reduce   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">4</span>)   │        <span style=\"color: #00af00; text-decoration-color: #00af00\">388</span> │ block2a_se_resha… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2a_se_expand   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">96</span>)  │        <span style=\"color: #00af00; text-decoration-color: #00af00\">480</span> │ block2a_se_reduc… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2a_se_excite   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">65</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">65</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block2a_activati… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Multiply</span>)          │ <span style=\"color: #00af00; text-decoration-color: #00af00\">96</span>)               │            │ block2a_se_expan… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2a_project_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">65</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">65</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,304</span> │ block2a_se_excit… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">24</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2a_project_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">65</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">65</span>,    │         <span style=\"color: #00af00; text-decoration-color: #00af00\">96</span> │ block2a_project_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">24</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2b_expand_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">65</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">65</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">3,456</span> │ block2a_project_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">144</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2b_expand_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">65</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">65</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">576</span> │ block2b_expand_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">144</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2b_expand_act… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">65</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">65</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block2b_expand_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">144</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2b_dwconv      │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">65</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">65</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,296</span> │ block2b_expand_a… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">DepthwiseConv2D</span>)   │ <span style=\"color: #00af00; text-decoration-color: #00af00\">144</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2b_bn          │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">65</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">65</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">576</span> │ block2b_dwconv[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">144</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2b_activation  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">65</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">65</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block2b_bn[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]  │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">144</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2b_se_squeeze  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">144</span>)       │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block2b_activati… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">GlobalAveragePool…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2b_se_reshape  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">144</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block2b_se_squee… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Reshape</span>)           │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2b_se_reduce   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">6</span>)   │        <span style=\"color: #00af00; text-decoration-color: #00af00\">870</span> │ block2b_se_resha… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2b_se_expand   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">144</span>) │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,008</span> │ block2b_se_reduc… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2b_se_excite   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">65</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">65</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block2b_activati… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Multiply</span>)          │ <span style=\"color: #00af00; text-decoration-color: #00af00\">144</span>)              │            │ block2b_se_expan… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2b_project_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">65</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">65</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">3,456</span> │ block2b_se_excit… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">24</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2b_project_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">65</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">65</span>,    │         <span style=\"color: #00af00; text-decoration-color: #00af00\">96</span> │ block2b_project_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">24</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2b_drop        │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">65</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">65</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block2b_project_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dropout</span>)           │ <span style=\"color: #00af00; text-decoration-color: #00af00\">24</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2b_add (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">65</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">65</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block2b_drop[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">…</span> │\n│                     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">24</span>)               │            │ block2a_project_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2c_expand_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">65</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">65</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">3,456</span> │ block2b_add[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>] │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">144</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2c_expand_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">65</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">65</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">576</span> │ block2c_expand_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">144</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2c_expand_act… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">65</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">65</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block2c_expand_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">144</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2c_dwconv      │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">65</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">65</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,296</span> │ block2c_expand_a… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">DepthwiseConv2D</span>)   │ <span style=\"color: #00af00; text-decoration-color: #00af00\">144</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2c_bn          │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">65</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">65</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">576</span> │ block2c_dwconv[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">144</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2c_activation  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">65</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">65</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block2c_bn[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]  │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">144</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2c_se_squeeze  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">144</span>)       │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block2c_activati… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">GlobalAveragePool…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2c_se_reshape  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">144</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block2c_se_squee… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Reshape</span>)           │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2c_se_reduce   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">6</span>)   │        <span style=\"color: #00af00; text-decoration-color: #00af00\">870</span> │ block2c_se_resha… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2c_se_expand   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">144</span>) │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,008</span> │ block2c_se_reduc… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2c_se_excite   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">65</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">65</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block2c_activati… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Multiply</span>)          │ <span style=\"color: #00af00; text-decoration-color: #00af00\">144</span>)              │            │ block2c_se_expan… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2c_project_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">65</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">65</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">3,456</span> │ block2c_se_excit… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">24</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2c_project_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">65</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">65</span>,    │         <span style=\"color: #00af00; text-decoration-color: #00af00\">96</span> │ block2c_project_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">24</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2c_drop        │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">65</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">65</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block2c_project_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dropout</span>)           │ <span style=\"color: #00af00; text-decoration-color: #00af00\">24</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2c_add (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">65</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">65</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block2c_drop[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">…</span> │\n│                     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">24</span>)               │            │ block2b_add[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>] │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3a_expand_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">65</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">65</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">3,456</span> │ block2c_add[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>] │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">144</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3a_expand_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">65</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">65</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">576</span> │ block3a_expand_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">144</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3a_expand_act… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">65</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">65</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block3a_expand_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">144</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3a_dwconv_pad  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">69</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">69</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block3a_expand_a… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">ZeroPadding2D</span>)     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">144</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3a_dwconv      │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">33</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">33</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">3,600</span> │ block3a_dwconv_p… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">DepthwiseConv2D</span>)   │ <span style=\"color: #00af00; text-decoration-color: #00af00\">144</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3a_bn          │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">33</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">33</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">576</span> │ block3a_dwconv[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">144</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3a_activation  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">33</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">33</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block3a_bn[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]  │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">144</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3a_se_squeeze  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">144</span>)       │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block3a_activati… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">GlobalAveragePool…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3a_se_reshape  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">144</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block3a_se_squee… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Reshape</span>)           │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3a_se_reduce   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">6</span>)   │        <span style=\"color: #00af00; text-decoration-color: #00af00\">870</span> │ block3a_se_resha… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3a_se_expand   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">144</span>) │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,008</span> │ block3a_se_reduc… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3a_se_excite   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">33</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">33</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block3a_activati… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Multiply</span>)          │ <span style=\"color: #00af00; text-decoration-color: #00af00\">144</span>)              │            │ block3a_se_expan… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3a_project_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">33</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">33</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">6,912</span> │ block3a_se_excit… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">48</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3a_project_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">33</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">33</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">192</span> │ block3a_project_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">48</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3b_expand_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">33</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">33</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">13,824</span> │ block3a_project_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">288</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3b_expand_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">33</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">33</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,152</span> │ block3b_expand_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">288</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3b_expand_act… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">33</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">33</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block3b_expand_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">288</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3b_dwconv      │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">33</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">33</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">7,200</span> │ block3b_expand_a… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">DepthwiseConv2D</span>)   │ <span style=\"color: #00af00; text-decoration-color: #00af00\">288</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3b_bn          │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">33</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">33</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,152</span> │ block3b_dwconv[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">288</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3b_activation  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">33</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">33</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block3b_bn[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]  │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">288</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3b_se_squeeze  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">288</span>)       │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block3b_activati… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">GlobalAveragePool…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3b_se_reshape  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">288</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block3b_se_squee… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Reshape</span>)           │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3b_se_reduce   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">12</span>)  │      <span style=\"color: #00af00; text-decoration-color: #00af00\">3,468</span> │ block3b_se_resha… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3b_se_expand   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">288</span>) │      <span style=\"color: #00af00; text-decoration-color: #00af00\">3,744</span> │ block3b_se_reduc… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3b_se_excite   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">33</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">33</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block3b_activati… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Multiply</span>)          │ <span style=\"color: #00af00; text-decoration-color: #00af00\">288</span>)              │            │ block3b_se_expan… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3b_project_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">33</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">33</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">13,824</span> │ block3b_se_excit… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">48</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3b_project_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">33</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">33</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">192</span> │ block3b_project_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">48</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3b_drop        │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">33</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">33</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block3b_project_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dropout</span>)           │ <span style=\"color: #00af00; text-decoration-color: #00af00\">48</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3b_add (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">33</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">33</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block3b_drop[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">…</span> │\n│                     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">48</span>)               │            │ block3a_project_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3c_expand_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">33</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">33</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">13,824</span> │ block3b_add[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>] │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">288</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3c_expand_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">33</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">33</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,152</span> │ block3c_expand_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">288</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3c_expand_act… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">33</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">33</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block3c_expand_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">288</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3c_dwconv      │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">33</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">33</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">7,200</span> │ block3c_expand_a… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">DepthwiseConv2D</span>)   │ <span style=\"color: #00af00; text-decoration-color: #00af00\">288</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3c_bn          │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">33</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">33</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,152</span> │ block3c_dwconv[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">288</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3c_activation  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">33</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">33</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block3c_bn[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]  │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">288</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3c_se_squeeze  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">288</span>)       │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block3c_activati… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">GlobalAveragePool…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3c_se_reshape  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">288</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block3c_se_squee… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Reshape</span>)           │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3c_se_reduce   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">12</span>)  │      <span style=\"color: #00af00; text-decoration-color: #00af00\">3,468</span> │ block3c_se_resha… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3c_se_expand   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">288</span>) │      <span style=\"color: #00af00; text-decoration-color: #00af00\">3,744</span> │ block3c_se_reduc… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3c_se_excite   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">33</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">33</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block3c_activati… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Multiply</span>)          │ <span style=\"color: #00af00; text-decoration-color: #00af00\">288</span>)              │            │ block3c_se_expan… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3c_project_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">33</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">33</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">13,824</span> │ block3c_se_excit… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">48</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3c_project_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">33</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">33</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">192</span> │ block3c_project_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">48</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3c_drop        │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">33</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">33</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block3c_project_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dropout</span>)           │ <span style=\"color: #00af00; text-decoration-color: #00af00\">48</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3c_add (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">33</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">33</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block3c_drop[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">…</span> │\n│                     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">48</span>)               │            │ block3b_add[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>] │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4a_expand_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">33</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">33</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">13,824</span> │ block3c_add[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>] │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">288</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4a_expand_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">33</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">33</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,152</span> │ block4a_expand_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">288</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4a_expand_act… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">33</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">33</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block4a_expand_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">288</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4a_dwconv_pad  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">35</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block4a_expand_a… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">ZeroPadding2D</span>)     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">288</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4a_dwconv      │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,592</span> │ block4a_dwconv_p… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">DepthwiseConv2D</span>)   │ <span style=\"color: #00af00; text-decoration-color: #00af00\">288</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4a_bn          │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,152</span> │ block4a_dwconv[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">288</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4a_activation  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block4a_bn[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]  │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">288</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4a_se_squeeze  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">288</span>)       │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block4a_activati… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">GlobalAveragePool…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4a_se_reshape  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">288</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block4a_se_squee… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Reshape</span>)           │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4a_se_reduce   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">12</span>)  │      <span style=\"color: #00af00; text-decoration-color: #00af00\">3,468</span> │ block4a_se_resha… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4a_se_expand   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">288</span>) │      <span style=\"color: #00af00; text-decoration-color: #00af00\">3,744</span> │ block4a_se_reduc… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4a_se_excite   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block4a_activati… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Multiply</span>)          │ <span style=\"color: #00af00; text-decoration-color: #00af00\">288</span>)              │            │ block4a_se_expan… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4a_project_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">25,344</span> │ block4a_se_excit… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">88</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4a_project_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">352</span> │ block4a_project_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">88</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4b_expand_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">46,464</span> │ block4a_project_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">528</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4b_expand_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,112</span> │ block4b_expand_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">528</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4b_expand_act… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block4b_expand_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">528</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4b_dwconv      │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">4,752</span> │ block4b_expand_a… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">DepthwiseConv2D</span>)   │ <span style=\"color: #00af00; text-decoration-color: #00af00\">528</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4b_bn          │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,112</span> │ block4b_dwconv[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">528</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4b_activation  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block4b_bn[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]  │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">528</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4b_se_squeeze  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">528</span>)       │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block4b_activati… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">GlobalAveragePool…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4b_se_reshape  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">528</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block4b_se_squee… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Reshape</span>)           │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4b_se_reduce   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">22</span>)  │     <span style=\"color: #00af00; text-decoration-color: #00af00\">11,638</span> │ block4b_se_resha… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4b_se_expand   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">528</span>) │     <span style=\"color: #00af00; text-decoration-color: #00af00\">12,144</span> │ block4b_se_reduc… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4b_se_excite   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block4b_activati… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Multiply</span>)          │ <span style=\"color: #00af00; text-decoration-color: #00af00\">528</span>)              │            │ block4b_se_expan… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4b_project_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">46,464</span> │ block4b_se_excit… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">88</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4b_project_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">352</span> │ block4b_project_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">88</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4b_drop        │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block4b_project_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dropout</span>)           │ <span style=\"color: #00af00; text-decoration-color: #00af00\">88</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4b_add (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block4b_drop[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">…</span> │\n│                     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">88</span>)               │            │ block4a_project_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4c_expand_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">46,464</span> │ block4b_add[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>] │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">528</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4c_expand_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,112</span> │ block4c_expand_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">528</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4c_expand_act… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block4c_expand_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">528</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4c_dwconv      │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">4,752</span> │ block4c_expand_a… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">DepthwiseConv2D</span>)   │ <span style=\"color: #00af00; text-decoration-color: #00af00\">528</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4c_bn          │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,112</span> │ block4c_dwconv[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">528</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4c_activation  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block4c_bn[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]  │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">528</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4c_se_squeeze  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">528</span>)       │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block4c_activati… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">GlobalAveragePool…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4c_se_reshape  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">528</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block4c_se_squee… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Reshape</span>)           │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4c_se_reduce   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">22</span>)  │     <span style=\"color: #00af00; text-decoration-color: #00af00\">11,638</span> │ block4c_se_resha… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4c_se_expand   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">528</span>) │     <span style=\"color: #00af00; text-decoration-color: #00af00\">12,144</span> │ block4c_se_reduc… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4c_se_excite   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block4c_activati… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Multiply</span>)          │ <span style=\"color: #00af00; text-decoration-color: #00af00\">528</span>)              │            │ block4c_se_expan… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4c_project_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">46,464</span> │ block4c_se_excit… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">88</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4c_project_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">352</span> │ block4c_project_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">88</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4c_drop        │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block4c_project_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dropout</span>)           │ <span style=\"color: #00af00; text-decoration-color: #00af00\">88</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4c_add (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block4c_drop[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">…</span> │\n│                     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">88</span>)               │            │ block4b_add[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>] │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4d_expand_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">46,464</span> │ block4c_add[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>] │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">528</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4d_expand_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,112</span> │ block4d_expand_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">528</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4d_expand_act… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block4d_expand_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">528</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4d_dwconv      │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">4,752</span> │ block4d_expand_a… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">DepthwiseConv2D</span>)   │ <span style=\"color: #00af00; text-decoration-color: #00af00\">528</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4d_bn          │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,112</span> │ block4d_dwconv[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">528</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4d_activation  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block4d_bn[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]  │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">528</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4d_se_squeeze  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">528</span>)       │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block4d_activati… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">GlobalAveragePool…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4d_se_reshape  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">528</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block4d_se_squee… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Reshape</span>)           │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4d_se_reduce   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">22</span>)  │     <span style=\"color: #00af00; text-decoration-color: #00af00\">11,638</span> │ block4d_se_resha… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4d_se_expand   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">528</span>) │     <span style=\"color: #00af00; text-decoration-color: #00af00\">12,144</span> │ block4d_se_reduc… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4d_se_excite   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block4d_activati… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Multiply</span>)          │ <span style=\"color: #00af00; text-decoration-color: #00af00\">528</span>)              │            │ block4d_se_expan… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4d_project_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">46,464</span> │ block4d_se_excit… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">88</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4d_project_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">352</span> │ block4d_project_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">88</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4d_drop        │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block4d_project_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dropout</span>)           │ <span style=\"color: #00af00; text-decoration-color: #00af00\">88</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4d_add (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block4d_drop[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">…</span> │\n│                     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">88</span>)               │            │ block4c_add[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>] │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5a_expand_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">46,464</span> │ block4d_add[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>] │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">528</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5a_expand_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,112</span> │ block5a_expand_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">528</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5a_expand_act… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block5a_expand_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">528</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5a_dwconv      │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">13,200</span> │ block5a_expand_a… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">DepthwiseConv2D</span>)   │ <span style=\"color: #00af00; text-decoration-color: #00af00\">528</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5a_bn          │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,112</span> │ block5a_dwconv[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">528</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5a_activation  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block5a_bn[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]  │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">528</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5a_se_squeeze  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">528</span>)       │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block5a_activati… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">GlobalAveragePool…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5a_se_reshape  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">528</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block5a_se_squee… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Reshape</span>)           │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5a_se_reduce   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">22</span>)  │     <span style=\"color: #00af00; text-decoration-color: #00af00\">11,638</span> │ block5a_se_resha… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5a_se_expand   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">528</span>) │     <span style=\"color: #00af00; text-decoration-color: #00af00\">12,144</span> │ block5a_se_reduc… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5a_se_excite   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block5a_activati… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Multiply</span>)          │ <span style=\"color: #00af00; text-decoration-color: #00af00\">528</span>)              │            │ block5a_se_expan… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5a_project_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">63,360</span> │ block5a_se_excit… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">120</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5a_project_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">480</span> │ block5a_project_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">120</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5b_expand_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">86,400</span> │ block5a_project_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">720</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5b_expand_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,880</span> │ block5b_expand_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">720</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5b_expand_act… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block5b_expand_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">720</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5b_dwconv      │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">18,000</span> │ block5b_expand_a… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">DepthwiseConv2D</span>)   │ <span style=\"color: #00af00; text-decoration-color: #00af00\">720</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5b_bn          │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,880</span> │ block5b_dwconv[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">720</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5b_activation  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block5b_bn[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]  │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">720</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5b_se_squeeze  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">720</span>)       │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block5b_activati… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">GlobalAveragePool…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5b_se_reshape  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">720</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block5b_se_squee… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Reshape</span>)           │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5b_se_reduce   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">30</span>)  │     <span style=\"color: #00af00; text-decoration-color: #00af00\">21,630</span> │ block5b_se_resha… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5b_se_expand   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">720</span>) │     <span style=\"color: #00af00; text-decoration-color: #00af00\">22,320</span> │ block5b_se_reduc… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5b_se_excite   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block5b_activati… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Multiply</span>)          │ <span style=\"color: #00af00; text-decoration-color: #00af00\">720</span>)              │            │ block5b_se_expan… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5b_project_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">86,400</span> │ block5b_se_excit… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">120</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5b_project_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">480</span> │ block5b_project_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">120</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5b_drop        │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block5b_project_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dropout</span>)           │ <span style=\"color: #00af00; text-decoration-color: #00af00\">120</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5b_add (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block5b_drop[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">…</span> │\n│                     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">120</span>)              │            │ block5a_project_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5c_expand_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">86,400</span> │ block5b_add[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>] │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">720</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5c_expand_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,880</span> │ block5c_expand_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">720</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5c_expand_act… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block5c_expand_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">720</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5c_dwconv      │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">18,000</span> │ block5c_expand_a… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">DepthwiseConv2D</span>)   │ <span style=\"color: #00af00; text-decoration-color: #00af00\">720</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5c_bn          │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,880</span> │ block5c_dwconv[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">720</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5c_activation  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block5c_bn[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]  │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">720</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5c_se_squeeze  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">720</span>)       │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block5c_activati… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">GlobalAveragePool…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5c_se_reshape  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">720</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block5c_se_squee… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Reshape</span>)           │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5c_se_reduce   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">30</span>)  │     <span style=\"color: #00af00; text-decoration-color: #00af00\">21,630</span> │ block5c_se_resha… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5c_se_expand   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">720</span>) │     <span style=\"color: #00af00; text-decoration-color: #00af00\">22,320</span> │ block5c_se_reduc… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5c_se_excite   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block5c_activati… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Multiply</span>)          │ <span style=\"color: #00af00; text-decoration-color: #00af00\">720</span>)              │            │ block5c_se_expan… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5c_project_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">86,400</span> │ block5c_se_excit… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">120</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5c_project_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">480</span> │ block5c_project_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">120</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5c_drop        │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block5c_project_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dropout</span>)           │ <span style=\"color: #00af00; text-decoration-color: #00af00\">120</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5c_add (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block5c_drop[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">…</span> │\n│                     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">120</span>)              │            │ block5b_add[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>] │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5d_expand_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">86,400</span> │ block5c_add[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>] │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">720</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5d_expand_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,880</span> │ block5d_expand_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">720</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5d_expand_act… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block5d_expand_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">720</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5d_dwconv      │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">18,000</span> │ block5d_expand_a… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">DepthwiseConv2D</span>)   │ <span style=\"color: #00af00; text-decoration-color: #00af00\">720</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5d_bn          │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,880</span> │ block5d_dwconv[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">720</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5d_activation  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block5d_bn[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]  │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">720</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5d_se_squeeze  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">720</span>)       │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block5d_activati… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">GlobalAveragePool…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5d_se_reshape  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">720</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block5d_se_squee… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Reshape</span>)           │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5d_se_reduce   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">30</span>)  │     <span style=\"color: #00af00; text-decoration-color: #00af00\">21,630</span> │ block5d_se_resha… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5d_se_expand   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">720</span>) │     <span style=\"color: #00af00; text-decoration-color: #00af00\">22,320</span> │ block5d_se_reduc… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5d_se_excite   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block5d_activati… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Multiply</span>)          │ <span style=\"color: #00af00; text-decoration-color: #00af00\">720</span>)              │            │ block5d_se_expan… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5d_project_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">86,400</span> │ block5d_se_excit… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">120</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5d_project_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">480</span> │ block5d_project_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">120</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5d_drop        │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block5d_project_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dropout</span>)           │ <span style=\"color: #00af00; text-decoration-color: #00af00\">120</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5d_add (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block5d_drop[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">…</span> │\n│                     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">120</span>)              │            │ block5c_add[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>] │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6a_expand_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">86,400</span> │ block5d_add[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>] │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">720</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6a_expand_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,880</span> │ block6a_expand_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">720</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6a_expand_act… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block6a_expand_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">720</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6a_dwconv_pad  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">21</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">21</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block6a_expand_a… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">ZeroPadding2D</span>)     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">720</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6a_dwconv      │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">720</span>) │     <span style=\"color: #00af00; text-decoration-color: #00af00\">18,000</span> │ block6a_dwconv_p… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">DepthwiseConv2D</span>)   │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6a_bn          │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">720</span>) │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,880</span> │ block6a_dwconv[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6a_activation  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">720</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block6a_bn[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]  │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6a_se_squeeze  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">720</span>)       │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block6a_activati… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">GlobalAveragePool…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6a_se_reshape  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">720</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block6a_se_squee… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Reshape</span>)           │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6a_se_reduce   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">30</span>)  │     <span style=\"color: #00af00; text-decoration-color: #00af00\">21,630</span> │ block6a_se_resha… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6a_se_expand   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">720</span>) │     <span style=\"color: #00af00; text-decoration-color: #00af00\">22,320</span> │ block6a_se_reduc… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6a_se_excite   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">720</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block6a_activati… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Multiply</span>)          │                   │            │ block6a_se_expan… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6a_project_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">208</span>) │    <span style=\"color: #00af00; text-decoration-color: #00af00\">149,760</span> │ block6a_se_excit… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6a_project_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">208</span>) │        <span style=\"color: #00af00; text-decoration-color: #00af00\">832</span> │ block6a_project_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6b_expand_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>,      │    <span style=\"color: #00af00; text-decoration-color: #00af00\">259,584</span> │ block6a_project_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1248</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6b_expand_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>,      │      <span style=\"color: #00af00; text-decoration-color: #00af00\">4,992</span> │ block6b_expand_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1248</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6b_expand_act… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>,      │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block6b_expand_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1248</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6b_dwconv      │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>,      │     <span style=\"color: #00af00; text-decoration-color: #00af00\">31,200</span> │ block6b_expand_a… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">DepthwiseConv2D</span>)   │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1248</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6b_bn          │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>,      │      <span style=\"color: #00af00; text-decoration-color: #00af00\">4,992</span> │ block6b_dwconv[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1248</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6b_activation  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>,      │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block6b_bn[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]  │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1248</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6b_se_squeeze  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1248</span>)      │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block6b_activati… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">GlobalAveragePool…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6b_se_reshape  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>,      │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block6b_se_squee… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Reshape</span>)           │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1248</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6b_se_reduce   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">52</span>)  │     <span style=\"color: #00af00; text-decoration-color: #00af00\">64,948</span> │ block6b_se_resha… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6b_se_expand   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>,      │     <span style=\"color: #00af00; text-decoration-color: #00af00\">66,144</span> │ block6b_se_reduc… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1248</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6b_se_excite   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>,      │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block6b_activati… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Multiply</span>)          │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1248</span>)             │            │ block6b_se_expan… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6b_project_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">208</span>) │    <span style=\"color: #00af00; text-decoration-color: #00af00\">259,584</span> │ block6b_se_excit… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6b_project_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">208</span>) │        <span style=\"color: #00af00; text-decoration-color: #00af00\">832</span> │ block6b_project_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6b_drop        │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">208</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block6b_project_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dropout</span>)           │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6b_add (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">208</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block6b_drop[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">…</span> │\n│                     │                   │            │ block6a_project_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6c_expand_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>,      │    <span style=\"color: #00af00; text-decoration-color: #00af00\">259,584</span> │ block6b_add[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>] │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1248</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6c_expand_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>,      │      <span style=\"color: #00af00; text-decoration-color: #00af00\">4,992</span> │ block6c_expand_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1248</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6c_expand_act… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>,      │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block6c_expand_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1248</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6c_dwconv      │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>,      │     <span style=\"color: #00af00; text-decoration-color: #00af00\">31,200</span> │ block6c_expand_a… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">DepthwiseConv2D</span>)   │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1248</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6c_bn          │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>,      │      <span style=\"color: #00af00; text-decoration-color: #00af00\">4,992</span> │ block6c_dwconv[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1248</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6c_activation  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>,      │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block6c_bn[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]  │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1248</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6c_se_squeeze  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1248</span>)      │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block6c_activati… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">GlobalAveragePool…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6c_se_reshape  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>,      │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block6c_se_squee… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Reshape</span>)           │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1248</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6c_se_reduce   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">52</span>)  │     <span style=\"color: #00af00; text-decoration-color: #00af00\">64,948</span> │ block6c_se_resha… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6c_se_expand   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>,      │     <span style=\"color: #00af00; text-decoration-color: #00af00\">66,144</span> │ block6c_se_reduc… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1248</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6c_se_excite   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>,      │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block6c_activati… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Multiply</span>)          │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1248</span>)             │            │ block6c_se_expan… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6c_project_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">208</span>) │    <span style=\"color: #00af00; text-decoration-color: #00af00\">259,584</span> │ block6c_se_excit… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6c_project_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">208</span>) │        <span style=\"color: #00af00; text-decoration-color: #00af00\">832</span> │ block6c_project_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6c_drop        │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">208</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block6c_project_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dropout</span>)           │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6c_add (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">208</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block6c_drop[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">…</span> │\n│                     │                   │            │ block6b_add[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>] │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6d_expand_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>,      │    <span style=\"color: #00af00; text-decoration-color: #00af00\">259,584</span> │ block6c_add[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>] │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1248</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6d_expand_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>,      │      <span style=\"color: #00af00; text-decoration-color: #00af00\">4,992</span> │ block6d_expand_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1248</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6d_expand_act… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>,      │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block6d_expand_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1248</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6d_dwconv      │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>,      │     <span style=\"color: #00af00; text-decoration-color: #00af00\">31,200</span> │ block6d_expand_a… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">DepthwiseConv2D</span>)   │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1248</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6d_bn          │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>,      │      <span style=\"color: #00af00; text-decoration-color: #00af00\">4,992</span> │ block6d_dwconv[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1248</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6d_activation  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>,      │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block6d_bn[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]  │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1248</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6d_se_squeeze  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1248</span>)      │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block6d_activati… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">GlobalAveragePool…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6d_se_reshape  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>,      │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block6d_se_squee… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Reshape</span>)           │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1248</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6d_se_reduce   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">52</span>)  │     <span style=\"color: #00af00; text-decoration-color: #00af00\">64,948</span> │ block6d_se_resha… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6d_se_expand   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>,      │     <span style=\"color: #00af00; text-decoration-color: #00af00\">66,144</span> │ block6d_se_reduc… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1248</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6d_se_excite   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>,      │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block6d_activati… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Multiply</span>)          │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1248</span>)             │            │ block6d_se_expan… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6d_project_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">208</span>) │    <span style=\"color: #00af00; text-decoration-color: #00af00\">259,584</span> │ block6d_se_excit… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6d_project_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">208</span>) │        <span style=\"color: #00af00; text-decoration-color: #00af00\">832</span> │ block6d_project_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6d_drop        │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">208</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block6d_project_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dropout</span>)           │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6d_add (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">208</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block6d_drop[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">…</span> │\n│                     │                   │            │ block6c_add[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>] │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6e_expand_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>,      │    <span style=\"color: #00af00; text-decoration-color: #00af00\">259,584</span> │ block6d_add[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>] │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1248</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6e_expand_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>,      │      <span style=\"color: #00af00; text-decoration-color: #00af00\">4,992</span> │ block6e_expand_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1248</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6e_expand_act… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>,      │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block6e_expand_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1248</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6e_dwconv      │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>,      │     <span style=\"color: #00af00; text-decoration-color: #00af00\">31,200</span> │ block6e_expand_a… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">DepthwiseConv2D</span>)   │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1248</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6e_bn          │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>,      │      <span style=\"color: #00af00; text-decoration-color: #00af00\">4,992</span> │ block6e_dwconv[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1248</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6e_activation  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>,      │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block6e_bn[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]  │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1248</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6e_se_squeeze  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1248</span>)      │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block6e_activati… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">GlobalAveragePool…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6e_se_reshape  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>,      │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block6e_se_squee… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Reshape</span>)           │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1248</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6e_se_reduce   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">52</span>)  │     <span style=\"color: #00af00; text-decoration-color: #00af00\">64,948</span> │ block6e_se_resha… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6e_se_expand   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>,      │     <span style=\"color: #00af00; text-decoration-color: #00af00\">66,144</span> │ block6e_se_reduc… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1248</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6e_se_excite   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>,      │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block6e_activati… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Multiply</span>)          │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1248</span>)             │            │ block6e_se_expan… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6e_project_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">208</span>) │    <span style=\"color: #00af00; text-decoration-color: #00af00\">259,584</span> │ block6e_se_excit… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6e_project_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">208</span>) │        <span style=\"color: #00af00; text-decoration-color: #00af00\">832</span> │ block6e_project_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6e_drop        │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">208</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block6e_project_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dropout</span>)           │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6e_add (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">208</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block6e_drop[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">…</span> │\n│                     │                   │            │ block6d_add[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>] │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block7a_expand_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>,      │    <span style=\"color: #00af00; text-decoration-color: #00af00\">259,584</span> │ block6e_add[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>] │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1248</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block7a_expand_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>,      │      <span style=\"color: #00af00; text-decoration-color: #00af00\">4,992</span> │ block7a_expand_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1248</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block7a_expand_act… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>,      │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block7a_expand_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1248</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block7a_dwconv      │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>,      │     <span style=\"color: #00af00; text-decoration-color: #00af00\">11,232</span> │ block7a_expand_a… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">DepthwiseConv2D</span>)   │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1248</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block7a_bn          │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>,      │      <span style=\"color: #00af00; text-decoration-color: #00af00\">4,992</span> │ block7a_dwconv[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1248</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block7a_activation  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>,      │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block7a_bn[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]  │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1248</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block7a_se_squeeze  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1248</span>)      │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block7a_activati… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">GlobalAveragePool…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block7a_se_reshape  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>,      │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block7a_se_squee… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Reshape</span>)           │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1248</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block7a_se_reduce   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">52</span>)  │     <span style=\"color: #00af00; text-decoration-color: #00af00\">64,948</span> │ block7a_se_resha… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block7a_se_expand   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>,      │     <span style=\"color: #00af00; text-decoration-color: #00af00\">66,144</span> │ block7a_se_reduc… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1248</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block7a_se_excite   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>,      │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block7a_activati… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Multiply</span>)          │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1248</span>)             │            │ block7a_se_expan… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block7a_project_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">352</span>) │    <span style=\"color: #00af00; text-decoration-color: #00af00\">439,296</span> │ block7a_se_excit… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block7a_project_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">352</span>) │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,408</span> │ block7a_project_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block7b_expand_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>,      │    <span style=\"color: #00af00; text-decoration-color: #00af00\">743,424</span> │ block7a_project_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">2112</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block7b_expand_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>,      │      <span style=\"color: #00af00; text-decoration-color: #00af00\">8,448</span> │ block7b_expand_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">2112</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block7b_expand_act… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>,      │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block7b_expand_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">2112</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block7b_dwconv      │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>,      │     <span style=\"color: #00af00; text-decoration-color: #00af00\">19,008</span> │ block7b_expand_a… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">DepthwiseConv2D</span>)   │ <span style=\"color: #00af00; text-decoration-color: #00af00\">2112</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block7b_bn          │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>,      │      <span style=\"color: #00af00; text-decoration-color: #00af00\">8,448</span> │ block7b_dwconv[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">2112</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block7b_activation  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>,      │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block7b_bn[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]  │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">2112</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block7b_se_squeeze  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">2112</span>)      │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block7b_activati… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">GlobalAveragePool…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block7b_se_reshape  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>,      │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block7b_se_squee… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Reshape</span>)           │ <span style=\"color: #00af00; text-decoration-color: #00af00\">2112</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block7b_se_reduce   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">88</span>)  │    <span style=\"color: #00af00; text-decoration-color: #00af00\">185,944</span> │ block7b_se_resha… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block7b_se_expand   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>,      │    <span style=\"color: #00af00; text-decoration-color: #00af00\">187,968</span> │ block7b_se_reduc… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">2112</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block7b_se_excite   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>,      │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block7b_activati… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Multiply</span>)          │ <span style=\"color: #00af00; text-decoration-color: #00af00\">2112</span>)             │            │ block7b_se_expan… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block7b_project_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">352</span>) │    <span style=\"color: #00af00; text-decoration-color: #00af00\">743,424</span> │ block7b_se_excit… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block7b_project_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">352</span>) │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,408</span> │ block7b_project_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block7b_drop        │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">352</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block7b_project_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dropout</span>)           │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block7b_add (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">352</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block7b_drop[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">…</span> │\n│                     │                   │            │ block7a_project_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ top_conv (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>,      │    <span style=\"color: #00af00; text-decoration-color: #00af00\">495,616</span> │ block7b_add[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>] │\n│                     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1408</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ top_bn              │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>,      │      <span style=\"color: #00af00; text-decoration-color: #00af00\">5,632</span> │ top_conv[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]    │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1408</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ top_activation      │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>,      │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ top_bn[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]      │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1408</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ global_average_poo… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1408</span>)      │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ top_activation[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">GlobalAveragePool…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ reshape_3 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Reshape</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>,      │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ global_average_p… │\n│                     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1408</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ dense_12 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dense</span>)    │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">88</span>)  │    <span style=\"color: #00af00; text-decoration-color: #00af00\">123,992</span> │ reshape_3[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ dense_13 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dense</span>)    │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>,      │    <span style=\"color: #00af00; text-decoration-color: #00af00\">125,312</span> │ dense_12[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]    │\n│                     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1408</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ multiply_3          │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>,      │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ top_activation[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Multiply</span>)          │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1408</span>)             │            │ dense_13[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]    │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ global_average_poo… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1408</span>)      │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ multiply_3[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]  │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">GlobalAveragePool…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ dense_14 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dense</span>)    │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)       │    <span style=\"color: #00af00; text-decoration-color: #00af00\">360,704</span> │ global_average_p… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ dropout_3 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dropout</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)       │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ dense_14[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]    │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ dense_15 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dense</span>)    │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">4</span>)         │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,028</span> │ dropout_3[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]   │\n└─────────────────────┴───────────────────┴────────────┴───────────────────┘\n</pre>\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"\u001b[1m Total params: \u001b[0m\u001b[38;5;34m8,379,605\u001b[0m (31.97 MB)\n","text/html":"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Total params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">8,379,605</span> (31.97 MB)\n</pre>\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m8,312,030\u001b[0m (31.71 MB)\n","text/html":"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Trainable params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">8,312,030</span> (31.71 MB)\n</pre>\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m67,575\u001b[0m (263.97 KB)\n","text/html":"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Non-trainable params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">67,575</span> (263.97 KB)\n</pre>\n"},"metadata":{}}],"execution_count":22},{"cell_type":"code","source":"# Callbacks\ncsv_logger = CSVLogger('/kaggle/working/EFFICIENTNETB2_model_with_SE_original_images_training_results.csv', append=True)\nmc = ModelCheckpoint(filepath='/kaggle/working/EFFICIENTNETB2_trained_model_with_SE_original_images.keras',\n                     monitor='val_accuracy', save_best_only=True, verbose=1)\nes = EarlyStopping(monitor='val_accuracy', patience=5, verbose=1, min_delta=0.01)\n\ncallbacks = [csv_logger, mc, es]","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-11-11T21:20:32.492226Z","iopub.execute_input":"2024-11-11T21:20:32.492948Z","iopub.status.idle":"2024-11-11T21:20:32.513350Z","shell.execute_reply.started":"2024-11-11T21:20:32.492907Z","shell.execute_reply":"2024-11-11T21:20:32.512210Z"}},"outputs":[],"execution_count":23},{"cell_type":"code","source":"# Train the model\nhistory = model05.fit(\n    train_generator1,\n    validation_data=val_generator1,\n    epochs=10,\n    callbacks=callbacks\n)","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-11-11T21:20:36.059542Z","iopub.execute_input":"2024-11-11T21:20:36.060203Z","iopub.status.idle":"2024-11-11T21:45:02.412075Z","shell.execute_reply.started":"2024-11-11T21:20:36.060154Z","shell.execute_reply":"2024-11-11T21:45:02.411109Z"}},"outputs":[{"name":"stdout","text":"Epoch 1/10\n","output_type":"stream"},{"name":"stderr","text":"/opt/conda/lib/python3.10/site-packages/keras/src/trainers/data_adapters/py_dataset_adapter.py:121: UserWarning: Your `PyDataset` class should call `super().__init__(**kwargs)` in its constructor. `**kwargs` can include `workers`, `use_multiprocessing`, `max_queue_size`. Do not pass these arguments to `fit()`, as they will be ignored.\n  self._warn_if_super_not_called()\n","output_type":"stream"},{"name":"stdout","text":"\u001b[1m875/875\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 222ms/step - accuracy: 0.6105 - loss: 1.0856\nEpoch 1: val_accuracy improved from -inf to 0.87300, saving model to /kaggle/working/EFFICIENTNETB2_trained_model_with_SE_original_images.keras\n\u001b[1m875/875\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m351s\u001b[0m 247ms/step - accuracy: 0.6107 - loss: 1.0853 - val_accuracy: 0.8730 - val_loss: 0.4242\nEpoch 2/10\n\u001b[1m875/875\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 132ms/step - accuracy: 0.9011 - loss: 0.3151\nEpoch 2: val_accuracy improved from 0.87300 to 0.95400, saving model to /kaggle/working/EFFICIENTNETB2_trained_model_with_SE_original_images.keras\n\u001b[1m875/875\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m124s\u001b[0m 142ms/step - accuracy: 0.9011 - loss: 0.3151 - val_accuracy: 0.9540 - val_loss: 0.1512\nEpoch 3/10\n\u001b[1m875/875\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 132ms/step - accuracy: 0.9313 - loss: 0.2169\nEpoch 3: val_accuracy improved from 0.95400 to 0.96767, saving model to /kaggle/working/EFFICIENTNETB2_trained_model_with_SE_original_images.keras\n\u001b[1m875/875\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m124s\u001b[0m 141ms/step - accuracy: 0.9313 - loss: 0.2169 - val_accuracy: 0.9677 - val_loss: 0.1093\nEpoch 4/10\n\u001b[1m875/875\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 132ms/step - accuracy: 0.9468 - loss: 0.1593\nEpoch 4: val_accuracy improved from 0.96767 to 0.97400, saving model to /kaggle/working/EFFICIENTNETB2_trained_model_with_SE_original_images.keras\n\u001b[1m875/875\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m124s\u001b[0m 141ms/step - accuracy: 0.9469 - loss: 0.1593 - val_accuracy: 0.9740 - val_loss: 0.0847\nEpoch 5/10\n\u001b[1m875/875\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 132ms/step - accuracy: 0.9567 - loss: 0.1303\nEpoch 5: val_accuracy improved from 0.97400 to 0.97867, saving model to /kaggle/working/EFFICIENTNETB2_trained_model_with_SE_original_images.keras\n\u001b[1m875/875\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m124s\u001b[0m 141ms/step - accuracy: 0.9567 - loss: 0.1303 - val_accuracy: 0.9787 - val_loss: 0.0739\nEpoch 6/10\n\u001b[1m875/875\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 131ms/step - accuracy: 0.9639 - loss: 0.1012\nEpoch 6: val_accuracy improved from 0.97867 to 0.98267, saving model to /kaggle/working/EFFICIENTNETB2_trained_model_with_SE_original_images.keras\n\u001b[1m875/875\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m124s\u001b[0m 142ms/step - accuracy: 0.9639 - loss: 0.1012 - val_accuracy: 0.9827 - val_loss: 0.0589\nEpoch 7/10\n\u001b[1m875/875\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 132ms/step - accuracy: 0.9676 - loss: 0.0975\nEpoch 7: val_accuracy improved from 0.98267 to 0.98367, saving model to /kaggle/working/EFFICIENTNETB2_trained_model_with_SE_original_images.keras\n\u001b[1m875/875\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m124s\u001b[0m 141ms/step - accuracy: 0.9676 - loss: 0.0974 - val_accuracy: 0.9837 - val_loss: 0.0546\nEpoch 8/10\n\u001b[1m875/875\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 132ms/step - accuracy: 0.9798 - loss: 0.0645\nEpoch 8: val_accuracy improved from 0.98367 to 0.98533, saving model to /kaggle/working/EFFICIENTNETB2_trained_model_with_SE_original_images.keras\n\u001b[1m875/875\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m124s\u001b[0m 141ms/step - accuracy: 0.9798 - loss: 0.0645 - val_accuracy: 0.9853 - val_loss: 0.0497\nEpoch 9/10\n\u001b[1m875/875\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 132ms/step - accuracy: 0.9846 - loss: 0.0528\nEpoch 9: val_accuracy improved from 0.98533 to 0.98567, saving model to /kaggle/working/EFFICIENTNETB2_trained_model_with_SE_original_images.keras\n\u001b[1m875/875\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m124s\u001b[0m 141ms/step - accuracy: 0.9846 - loss: 0.0528 - val_accuracy: 0.9857 - val_loss: 0.0451\nEpoch 10/10\n\u001b[1m875/875\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 131ms/step - accuracy: 0.9831 - loss: 0.0501\nEpoch 10: val_accuracy improved from 0.98567 to 0.98700, saving model to /kaggle/working/EFFICIENTNETB2_trained_model_with_SE_original_images.keras\n\u001b[1m875/875\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m124s\u001b[0m 141ms/step - accuracy: 0.9831 - loss: 0.0501 - val_accuracy: 0.9870 - val_loss: 0.0458\nEpoch 10: early stopping\n","output_type":"stream"}],"execution_count":24},{"cell_type":"code","source":"# Evaluate on test data\nsaved_model_path = '/kaggle/working/EFFICIENTNETB2_trained_model_with_SE_original_images.keras'\nmodel = tf.keras.models.load_model(saved_model_path)\n\ntest_loss, test_accuracy = model.evaluate(test_generator1)\nprint(f\"Test Loss: {test_loss:.4f}, Test Accuracy: {test_accuracy:.4f}\")\n\n# Get predictions and classification report\nY_pred = model.predict(test_generator1)\ny_pred = np.argmax(Y_pred, axis=1)\n\nprint('Confusion Matrix')\nprint(confusion_matrix(test_generator1.classes, y_pred))\n\nprint('Classification Report')\ntarget_names = ['NORMAL', 'COVID', 'PNEUMONIA', 'TUBERCULOSIS']\nreport = classification_report(test_generator1.classes, y_pred, target_names=target_names, output_dict=True)\n\n# Save classification report\ndf_report = pd.DataFrame(report).transpose()\ndf_report.to_csv('/kaggle/working/EFFICIENTNETB2_with_SE_original_image_test_classification_report.csv', index=True)\nprint(df_report)","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-11-11T21:45:35.371662Z","iopub.execute_input":"2024-11-11T21:45:35.372446Z","iopub.status.idle":"2024-11-11T21:46:25.749183Z","shell.execute_reply.started":"2024-11-11T21:45:35.372402Z","shell.execute_reply":"2024-11-11T21:46:25.748278Z"}},"outputs":[{"name":"stdout","text":"\u001b[1m188/188\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m21s\u001b[0m 68ms/step - accuracy: 0.1899 - loss: 64701.9375\nTest Loss: 55212.7305, Test Accuracy: 0.2463\n\u001b[1m188/188\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m20s\u001b[0m 74ms/step\nConfusion Matrix\n[[  0 479   0 272]\n [  0 538   0 213]\n [  0 663   0  88]\n [  3 546   0 202]]\nClassification Report\n              precision    recall  f1-score      support\nNORMAL         0.000000  0.000000  0.000000   751.000000\nCOVID          0.241689  0.716378  0.361438   751.000000\nPNEUMONIA      0.000000  0.000000  0.000000   751.000000\nTUBERCULOSIS   0.260645  0.268975  0.264744   751.000000\naccuracy       0.246338  0.246338  0.246338     0.246338\nmacro avg      0.125584  0.246338  0.156546  3004.000000\nweighted avg   0.125584  0.246338  0.156546  3004.000000\n","output_type":"stream"},{"name":"stderr","text":"/opt/conda/lib/python3.10/site-packages/sklearn/metrics/_classification.py:1344: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n  _warn_prf(average, modifier, msg_start, len(result))\n/opt/conda/lib/python3.10/site-packages/sklearn/metrics/_classification.py:1344: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n  _warn_prf(average, modifier, msg_start, len(result))\n/opt/conda/lib/python3.10/site-packages/sklearn/metrics/_classification.py:1344: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n  _warn_prf(average, modifier, msg_start, len(result))\n","output_type":"stream"}],"execution_count":25},{"cell_type":"code","source":"# Callbacks\ncsv_logger = CSVLogger('/kaggle/working/EFFICIENTNETB2_model_with_SE_segmented_images_training_results.csv', append=True)\nmc = ModelCheckpoint(filepath='/kaggle/working/EFFICIENTNETB2_trained_model_with_SE_segmented_images.keras',\n                     monitor='val_accuracy', save_best_only=True, verbose=1)\nes = EarlyStopping(monitor='val_accuracy', patience=5, verbose=1, min_delta=0.01)\n\ncallbacks = [csv_logger, mc, es]","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-11-11T21:47:03.208348Z","iopub.execute_input":"2024-11-11T21:47:03.209015Z","iopub.status.idle":"2024-11-11T21:47:03.214561Z","shell.execute_reply.started":"2024-11-11T21:47:03.208978Z","shell.execute_reply":"2024-11-11T21:47:03.213522Z"}},"outputs":[],"execution_count":26},{"cell_type":"code","source":"# Train the model\nhistory = model05.fit(\n    train_generator2,\n    validation_data=val_generator2,\n    epochs=10,\n    callbacks=callbacks\n)","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-11-11T21:47:08.485678Z","iopub.execute_input":"2024-11-11T21:47:08.486066Z","iopub.status.idle":"2024-11-11T22:03:52.729608Z","shell.execute_reply.started":"2024-11-11T21:47:08.486026Z","shell.execute_reply":"2024-11-11T22:03:52.728807Z"}},"outputs":[{"name":"stdout","text":"Epoch 1/10\n","output_type":"stream"},{"name":"stderr","text":"/opt/conda/lib/python3.10/site-packages/keras/src/trainers/data_adapters/py_dataset_adapter.py:121: UserWarning: Your `PyDataset` class should call `super().__init__(**kwargs)` in its constructor. `**kwargs` can include `workers`, `use_multiprocessing`, `max_queue_size`. Do not pass these arguments to `fit()`, as they will be ignored.\n  self._warn_if_super_not_called()\n","output_type":"stream"},{"name":"stdout","text":"\u001b[1m875/875\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 132ms/step - accuracy: 0.8213 - loss: 0.5019\nEpoch 1: val_accuracy improved from -inf to 0.93700, saving model to /kaggle/working/EFFICIENTNETB2_trained_model_with_SE_segmented_images.keras\n\u001b[1m875/875\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m126s\u001b[0m 143ms/step - accuracy: 0.8214 - loss: 0.5018 - val_accuracy: 0.9370 - val_loss: 0.1958\nEpoch 2/10\n\u001b[1m875/875\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 131ms/step - accuracy: 0.9070 - loss: 0.2699\nEpoch 2: val_accuracy improved from 0.93700 to 0.94567, saving model to /kaggle/working/EFFICIENTNETB2_trained_model_with_SE_segmented_images.keras\n\u001b[1m875/875\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m123s\u001b[0m 140ms/step - accuracy: 0.9070 - loss: 0.2699 - val_accuracy: 0.9457 - val_loss: 0.1681\nEpoch 3/10\n\u001b[1m875/875\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 131ms/step - accuracy: 0.9234 - loss: 0.2211\nEpoch 3: val_accuracy improved from 0.94567 to 0.95167, saving model to /kaggle/working/EFFICIENTNETB2_trained_model_with_SE_segmented_images.keras\n\u001b[1m875/875\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m123s\u001b[0m 140ms/step - accuracy: 0.9234 - loss: 0.2211 - val_accuracy: 0.9517 - val_loss: 0.1497\nEpoch 4/10\n\u001b[1m875/875\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 131ms/step - accuracy: 0.9335 - loss: 0.1880\nEpoch 4: val_accuracy improved from 0.95167 to 0.95333, saving model to /kaggle/working/EFFICIENTNETB2_trained_model_with_SE_segmented_images.keras\n\u001b[1m875/875\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m123s\u001b[0m 140ms/step - accuracy: 0.9335 - loss: 0.1880 - val_accuracy: 0.9533 - val_loss: 0.1373\nEpoch 5/10\n\u001b[1m875/875\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 132ms/step - accuracy: 0.9447 - loss: 0.1648\nEpoch 5: val_accuracy improved from 0.95333 to 0.95633, saving model to /kaggle/working/EFFICIENTNETB2_trained_model_with_SE_segmented_images.keras\n\u001b[1m875/875\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m124s\u001b[0m 141ms/step - accuracy: 0.9447 - loss: 0.1648 - val_accuracy: 0.9563 - val_loss: 0.1258\nEpoch 6/10\n\u001b[1m875/875\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 131ms/step - accuracy: 0.9504 - loss: 0.1382\nEpoch 6: val_accuracy improved from 0.95633 to 0.95900, saving model to /kaggle/working/EFFICIENTNETB2_trained_model_with_SE_segmented_images.keras\n\u001b[1m875/875\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m141s\u001b[0m 140ms/step - accuracy: 0.9504 - loss: 0.1382 - val_accuracy: 0.9590 - val_loss: 0.1213\nEpoch 7/10\n\u001b[1m875/875\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 131ms/step - accuracy: 0.9599 - loss: 0.1227\nEpoch 7: val_accuracy improved from 0.95900 to 0.96067, saving model to /kaggle/working/EFFICIENTNETB2_trained_model_with_SE_segmented_images.keras\n\u001b[1m875/875\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m122s\u001b[0m 139ms/step - accuracy: 0.9599 - loss: 0.1227 - val_accuracy: 0.9607 - val_loss: 0.1197\nEpoch 8/10\n\u001b[1m875/875\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 131ms/step - accuracy: 0.9595 - loss: 0.1130\nEpoch 8: val_accuracy improved from 0.96067 to 0.96100, saving model to /kaggle/working/EFFICIENTNETB2_trained_model_with_SE_segmented_images.keras\n\u001b[1m875/875\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m123s\u001b[0m 140ms/step - accuracy: 0.9595 - loss: 0.1130 - val_accuracy: 0.9610 - val_loss: 0.1140\nEpoch 8: early stopping\n","output_type":"stream"}],"execution_count":27},{"cell_type":"code","source":"# Evaluate on test data\nsaved_model_path = '/kaggle/working/EFFICIENTNETB2_trained_model_with_SE_segmented_images.keras'\nmodel = tf.keras.models.load_model(saved_model_path)\n\ntest_loss, test_accuracy = model.evaluate(test_generator2)\nprint(f\"Test Loss: {test_loss:.4f}, Test Accuracy: {test_accuracy:.4f}\")\n\n# Get predictions and classification report\nY_pred = model.predict(test_generator2)\ny_pred = np.argmax(Y_pred, axis=1)\n\nprint('Confusion Matrix')\nprint(confusion_matrix(test_generator2.classes, y_pred))\n\nprint('Classification Report')\ntarget_names = ['NORMAL', 'COVID', 'PNEUMONIA', 'TUBERCULOSIS']\nreport = classification_report(test_generator2.classes, y_pred, target_names=target_names, output_dict=True)\n\n# Save classification report\ndf_report = pd.DataFrame(report).transpose()\ndf_report.to_csv('/kaggle/working/EFFICIENTNETB2_with_SE_segmented_image_test_classification_report.csv', index=True)\nprint(df_report)","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-11-11T22:08:10.612095Z","iopub.execute_input":"2024-11-11T22:08:10.612543Z","iopub.status.idle":"2024-11-11T22:08:54.998091Z","shell.execute_reply.started":"2024-11-11T22:08:10.612501Z","shell.execute_reply":"2024-11-11T22:08:54.997191Z"}},"outputs":[{"name":"stdout","text":"\u001b[1m188/188\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m19s\u001b[0m 59ms/step - accuracy: 0.0363 - loss: 22808968.0000\nTest Loss: 21516542.0000, Test Accuracy: 0.2500\n\u001b[1m188/188\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m17s\u001b[0m 63ms/step\nConfusion Matrix\n[[  0   0   0 751]\n [  0   0   0 751]\n [  0   0   0 751]\n [  0   0   0 751]]\nClassification Report\n              precision  recall  f1-score  support\nNORMAL           0.0000    0.00      0.00   751.00\nCOVID            0.0000    0.00      0.00   751.00\nPNEUMONIA        0.0000    0.00      0.00   751.00\nTUBERCULOSIS     0.2500    1.00      0.40   751.00\naccuracy         0.2500    0.25      0.25     0.25\nmacro avg        0.0625    0.25      0.10  3004.00\nweighted avg     0.0625    0.25      0.10  3004.00\n","output_type":"stream"},{"name":"stderr","text":"/opt/conda/lib/python3.10/site-packages/sklearn/metrics/_classification.py:1344: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n  _warn_prf(average, modifier, msg_start, len(result))\n/opt/conda/lib/python3.10/site-packages/sklearn/metrics/_classification.py:1344: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n  _warn_prf(average, modifier, msg_start, len(result))\n/opt/conda/lib/python3.10/site-packages/sklearn/metrics/_classification.py:1344: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n  _warn_prf(average, modifier, msg_start, len(result))\n","output_type":"stream"}],"execution_count":28},{"cell_type":"code","source":"import pandas as pd\nimport matplotlib.pyplot as plt\n\n# Paths to the CSV files (make sure to update these if needed)\ncsv1 = \"/kaggle/input/training-results/DENSENET-121_model_original_images_training_results.csv\"\ncsv2 = \"/kaggle/input/training-results/DENSENET-121_model_segmented_images_training_results.csv\"\ncsv3 = \"/kaggle/working/DENSENET-121_model_with_SE_original_images_training_results.csv\"\ncsv4 = \"/kaggle/working/DENSENET-121_model_with_SE_segmented_images_training_results.csv\"\n\n# Load the CSV files into DataFrames\ndf_original_attention = pd.read_csv(csv3)\ndf_segmented_attention = pd.read_csv(csv4)\ndf_original = pd.read_csv(csv1)\ndf_segmented = pd.read_csv(csv2)\n\n# Set up a 2x2 subplot\nfig, axs = plt.subplots(2, 2, figsize=(12, 10))\n\n# Add a main title in the middle of the top of the figure\nfig.suptitle('DENSENET-121 Analysis', fontsize=20, fontweight='bold', color='black')\n\n# Plot Accuracy\naxs[0, 0].plot(df_original_attention['epoch'], df_original_attention['accuracy'], label='Original+Attention', color='red', marker='o')\naxs[0, 0].plot(df_segmented_attention['epoch'], df_segmented_attention['accuracy'], label='Segmented+Attention', color='blue', marker='o')\naxs[0, 0].plot(df_original['epoch'], df_original['accuracy'], label='Original Only', color='orange', marker='o')\naxs[0, 0].plot(df_segmented['epoch'], df_segmented['accuracy'], label='Segmented Only', color='grey', marker='o')\naxs[0, 0].set_title('Accuracy Comparison')\naxs[0, 0].set_xlabel('Epoch')\naxs[0, 0].set_ylabel('Accuracy')\naxs[0, 0].legend()\naxs[0, 0].grid()\n\n# Plot Loss\naxs[0, 1].plot(df_original_attention['epoch'], df_original_attention['loss'], label='Original+Attention', color='red', marker='o')\naxs[0, 1].plot(df_segmented_attention['epoch'], df_segmented_attention['loss'], label='Segmented+Attention', color='blue', marker='o')\naxs[0, 1].plot(df_original['epoch'], df_original['loss'], label='Original Only', color='orange', marker='o')\naxs[0, 1].plot(df_segmented['epoch'], df_segmented['loss'], label='Segmented Only', color='grey', marker='o')\naxs[0, 1].set_title('Loss Comparison')\naxs[0, 1].set_xlabel('Epoch')\naxs[0, 1].set_ylabel('Loss')\naxs[0, 1].legend()\naxs[0, 1].grid()\n\n# Plot Validation Accuracy\naxs[1, 0].plot(df_original_attention['epoch'], df_original_attention['val_accuracy'], label='Original+Attention', color='red', marker='o')\naxs[1, 0].plot(df_segmented_attention['epoch'], df_segmented_attention['val_accuracy'], label='Segmented+Attention', color='blue', marker='o')\naxs[1, 0].plot(df_original['epoch'], df_original['val_accuracy'], label='Original Only', color='orange', marker='o')\naxs[1, 0].plot(df_segmented['epoch'], df_segmented['val_accuracy'], label='Segmented Only', color='grey', marker='o')\naxs[1, 0].set_title('Validation Accuracy Comparison')\naxs[1, 0].set_xlabel('Epoch')\naxs[1, 0].set_ylabel('Validation Accuracy')\naxs[1, 0].legend()\naxs[1, 0].grid()\n\n# Plot Validation Loss\naxs[1, 1].plot(df_original_attention['epoch'], df_original_attention['val_loss'], label='Original+Attention', color='red', marker='o')\naxs[1, 1].plot(df_segmented_attention['epoch'], df_segmented_attention['val_loss'], label='Segmented+Attention', color='blue', marker='o')\naxs[1, 1].plot(df_original['epoch'], df_original['val_loss'], label='Original Only', color='orange', marker='o')\naxs[1, 1].plot(df_segmented['epoch'], df_segmented['val_loss'], label='Segmented Only', color='grey', marker='o')\naxs[1, 1].set_title('Validation Loss Comparison')\naxs[1, 1].set_xlabel('Epoch')\naxs[1, 1].set_ylabel('Validation Loss')\naxs[1, 1].legend()\naxs[1, 1].grid()\n\n# Adjust layout to prevent overlap\nplt.tight_layout(rect=[0, 0, 1, 0.95])  # Leave space for the suptitle\n\n# Save the figure as a .png file\nplt.savefig('/kaggle/working/DENSENET-121_Combined_Comparison.png')\n\n# Show the plots\nplt.show()","metadata":{"trusted":true},"outputs":[],"execution_count":null},{"cell_type":"code","source":"import os\n\n# Path to the specific file you want to delete\nfile_path = '/kaggle/working/EFFICIENTNETB2-121_model_with_SE_original_images_training_results.csv'\n\n# Check if the file exists\nif os.path.exists(file_path):\n    os.remove(file_path)  # Delete the file\n    print(f\"File {file_path} has been deleted.\")\nelse:\n    print(f\"File {file_path} not found.\")","metadata":{"execution":{"iopub.status.busy":"2024-11-11T21:14:47.569888Z","iopub.execute_input":"2024-11-11T21:14:47.570299Z","iopub.status.idle":"2024-11-11T21:14:47.576366Z","shell.execute_reply.started":"2024-11-11T21:14:47.570261Z","shell.execute_reply":"2024-11-11T21:14:47.575480Z"},"trusted":true},"outputs":[{"name":"stdout","text":"File /kaggle/working/EFFICIENTNETB2-121_model_with_SE_original_images_training_results.csv has been deleted.\n","output_type":"stream"}],"execution_count":19},{"cell_type":"markdown","source":"# **Testing Images**","metadata":{}},{"cell_type":"code","source":"import torch\nimport tensorflow as tf\nfrom torch.utils.data import Dataset, DataLoader\nfrom torchvision import transforms\nimport cv2\nimport os\nimport sys\nimport numpy as np\nimport matplotlib.pyplot as plt\nfrom tqdm import tqdm\nfrom tensorflow.keras.models import Model\nfrom tensorflow.keras import backend as K\nfrom tensorflow.keras.models import load_model\nfrom sklearn.metrics import confusion_matrix, classification_report\n\n# Add the directory containing unet.py, unet_utils.py, and __init__.py to the Python path\nsys.path.append('/kaggle/input/pretrained-unet/tensorflow2/default/1')\n\n# Import the UNet model\nfrom unet import UNet  # Adjust if the module path differs\n\n# Define paths\nsegmentation_model_path = '/kaggle/input/unet/tensorflow2/default/1/UNET_trained_model_manually_annotated_mask_segmentation.pth'\nclassification_model_path = '/kaggle/input/trained-inceptionv3/tensorflow2/default/1/INCEPTIONV3_trained_model_with_SE_segmented_images.keras'\n\n# Load the UNet model architecture and weights\nsegmentation_model = UNet(n_channels=1, n_classes=1)  # Adjust channels and classes if needed\nsegmentation_model.load_state_dict(torch.load(segmentation_model_path, map_location=torch.device('cpu')))\nsegmentation_model.eval()  # Set model to evaluation mode\n\n# Load the classification model\nclassification_model = load_model(classification_model_path)\n\n# Function to generate Grad-CAM heatmap\ndef get_gradcam_heatmap(model, img_array, class_index, last_conv_layer_name=\"mixed10\"):\n    grad_model = Model(inputs=model.input, outputs=[model.get_layer(last_conv_layer_name).output, model.output])\n    \n    with tf.GradientTape() as tape:\n        conv_outputs, predictions = grad_model(img_array)\n        loss = predictions[:, class_index]\n\n    grads = tape.gradient(loss, conv_outputs)\n    pooled_grads = K.mean(grads, axis=(0, 1, 2))\n    conv_outputs = conv_outputs[0]\n    heatmap = np.dot(conv_outputs, pooled_grads[..., np.newaxis])\n\n    heatmap = np.maximum(heatmap, 0)\n    heatmap /= np.max(heatmap)\n    return heatmap\n\n# Function to overlay Grad-CAM heatmap on the image\ndef display_gradcam_with_mask(img_path, heatmap, mask, alpha=0.4):\n    original_image = cv2.imread(img_path, cv2.IMREAD_GRAYSCALE)\n    original_image = cv2.resize(original_image, (299, 299))\n\n    heatmap = cv2.resize(heatmap, (original_image.shape[1], original_image.shape[0]))\n    heatmap = np.uint8(255 * heatmap)\n    heatmap = cv2.applyColorMap(heatmap, cv2.COLORMAP_JET)\n    \n    # Masking heatmap\n    mask = cv2.resize(mask, (original_image.shape[1], original_image.shape[0]))\n    heatmap = cv2.bitwise_and(heatmap, heatmap, mask=mask.astype(np.uint8))\n    \n    superimposed_img = heatmap * alpha + np.stack([original_image] * 3, axis=-1) * (1 - alpha)\n    plt.imshow(superimposed_img.astype(\"uint8\"))\n    plt.title(\"Grad-CAM: Model's Attention on Segmented Region\")\n    plt.axis(\"off\")\n    plt.show()\n\n# Function to preprocess, segment, classify, and visualize with Grad-CAM\ndef segment_and_classify_image(image_path):\n    # Step 1: Load and display the original image\n    original_image = cv2.imread(image_path, cv2.IMREAD_GRAYSCALE)\n    plt.imshow(original_image, cmap='gray')\n    plt.title(\"Original Image\")\n    plt.axis(\"off\")\n    plt.show()\n    \n    # Step 2: Preprocess the image for the segmentation model\n    input_image = cv2.resize(original_image, (256, 256))  # Resize as per UNet input\n    input_tensor = torch.tensor(input_image, dtype=torch.float32).unsqueeze(0).unsqueeze(0) / 255.0  # Normalize and add batch and channel dimensions\n    \n    # Step 3: Generate the mask using UNet\n    with torch.no_grad():\n        predicted_mask = segmentation_model(input_tensor)\n        predicted_mask = (predicted_mask.squeeze().numpy() > 0.5).astype(np.uint8)  # Threshold to binary mask\n    \n    # Step 4: Apply the mask to the original image to get the segmented lungs\n    binary_mask = cv2.resize(predicted_mask, (original_image.shape[1], original_image.shape[0]))\n    segmented_image = np.where(binary_mask, original_image, 255)  # Apply mask\n    \n    # Display the segmented image\n    plt.imshow(segmented_image, cmap='gray')\n    plt.title(\"Segmented Image\")\n    plt.axis(\"off\")\n    plt.show()\n\n    # Step 5: Preprocess segmented image for classification\n    segmented_image_resized = cv2.resize(segmented_image, (299, 299))  # Resize to match InceptionV3 input\n    binary_mask = cv2.resize(predicted_mask, (299, 299))  # Match Grad-CAM dimensions\n    segmented_image_expanded = np.expand_dims(segmented_image_resized, axis=-1)  # Add channel dimension\n    segmented_image_expanded = np.repeat(segmented_image_expanded, 3, axis=-1)  # Repeat channels to simulate RGB\n    input_data = np.expand_dims(segmented_image_expanded, axis=0) / 255.0  # Normalize and add batch dimension\n\n    # Step 6: Classify using InceptionV3 model\n    prediction = classification_model.predict(input_data)\n    predicted_class = np.argmax(prediction)\n    predicted_probability = prediction[0, predicted_class]  # Get probability of the predicted class\n    class_labels = [\"COVID\", \"NORMAL\", \"PNEUMONIA\", \"TUBERCULOSIS\"]\n    print(f\"Predicted Class: {class_labels[predicted_class]}, Probability: {predicted_probability:.2f}\")\n\n    # Step 7: Generate and display Grad-CAM heatmap\n    heatmap = get_gradcam_heatmap(classification_model, input_data, predicted_class)\n    display_gradcam_with_mask(uploaded_image_path, heatmap, binary_mask)\n\n# Example usage\nuploaded_image_path = '/kaggle/input/real-time-data-for-testing/NORMAL/NORMAL_9.jpeg'\nsegment_and_classify_image(uploaded_image_path)","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-02-12T16:16:32.205815Z","iopub.execute_input":"2025-02-12T16:16:32.206201Z","iopub.status.idle":"2025-02-12T16:16:59.426018Z","shell.execute_reply.started":"2025-02-12T16:16:32.206170Z","shell.execute_reply":"2025-02-12T16:16:59.425163Z"}},"outputs":[{"name":"stderr","text":"/tmp/ipykernel_30/3593675055.py:28: FutureWarning: You are using `torch.load` with `weights_only=False` (the current default value), which uses the default pickle module implicitly. It is possible to construct malicious pickle data which will execute arbitrary code during unpickling (See https://github.com/pytorch/pytorch/blob/main/SECURITY.md#untrusted-models for more details). In a future release, the default value for `weights_only` will be flipped to `True`. This limits the functions that could be executed during unpickling. Arbitrary objects will no longer be allowed to be loaded via this mode unless they are explicitly allowlisted by the user via `torch.serialization.add_safe_globals`. We recommend you start setting `weights_only=True` for any use case where you don't have full control of the loaded file. Please open an issue on GitHub for any issues related to this experimental feature.\n  segmentation_model.load_state_dict(torch.load(segmentation_model_path, map_location=torch.device('cpu')))\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"<Figure size 640x480 with 1 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"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure 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"},"metadata":{}},{"name":"stdout","text":"\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 5s/step\nPredicted Class: COVID, Probability: 0.55\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"<Figure size 640x480 with 1 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"},"metadata":{}}],"execution_count":41},{"cell_type":"markdown","source":"# **Ensemble Model 01: EfficientNet-B2 and ResNet-50**","metadata":{}},{"cell_type":"code","source":"import tensorflow as tf\nfrom tensorflow.keras.applications import EfficientNetB2, ResNet50\nfrom tensorflow.keras.layers import GlobalAveragePooling2D, Dense, Dropout, Concatenate\nfrom tensorflow.keras.models import Model\nfrom tensorflow.keras.optimizers import Adam\nfrom tensorflow.keras.callbacks import CSVLogger, ModelCheckpoint, EarlyStopping\nfrom tensorflow.keras.preprocessing.image import ImageDataGenerator\nimport numpy as np\nfrom sklearn.metrics import confusion_matrix, classification_report\nimport pandas as pd","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-02-07T12:51:16.147793Z","iopub.execute_input":"2025-02-07T12:51:16.148544Z","iopub.status.idle":"2025-02-07T12:51:16.155925Z","shell.execute_reply.started":"2025-02-07T12:51:16.148508Z","shell.execute_reply":"2025-02-07T12:51:16.155215Z"}},"outputs":[],"execution_count":5},{"cell_type":"code","source":"# Load EfficientNet-B2 and ResNet-50 models\neffnet = EfficientNetB2(weights='/kaggle/input/efficientnetb2/tensorflow2/default/1/efficientnetb2_notop.h5', include_top=False, input_shape=(256, 256, 3))\nresnet = ResNet50(weights='/kaggle/input/resnet-50/tensorflow2/default/1/resnet50_weights_tf_dim_ordering_tf_kernels_notop.h5', include_top=False, input_shape=(256, 256, 3))","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-02-07T12:53:30.795201Z","iopub.execute_input":"2025-02-07T12:53:30.795958Z","iopub.status.idle":"2025-02-07T12:53:35.625821Z","shell.execute_reply.started":"2025-02-07T12:53:30.795921Z","shell.execute_reply":"2025-02-07T12:53:35.624785Z"}},"outputs":[],"execution_count":7},{"cell_type":"code","source":"# Freeze the base models\nfor layer in effnet.layers:\n    layer.trainable = False\nfor layer in resnet.layers:\n    layer.trainable = False","metadata":{"trusted":true},"outputs":[],"execution_count":null},{"cell_type":"code","source":"# Feature extraction from both models\neffnet_output = effnet.output\neffnet_output = GlobalAveragePooling2D()(effnet_output)\n\nresnet_output = resnet.output\nresnet_output = GlobalAveragePooling2D()(resnet_output)\n\n# Concatenate features\ncombined = Concatenate()([effnet_output, resnet_output])\n\n# Add dense layers\nx = Dense(256, activation='relu')(combined)\nx = Dropout(0.5)(x)\npredictions = Dense(4, activation='softmax')(x)  # 4 output classes\n\n# Build the ensemble model\nensemble_model = Model(inputs=[effnet.input, resnet.input], outputs=predictions)\n\n# Compile the model\nensemble_model.compile(optimizer=Adam(), loss='categorical_crossentropy', metrics=['accuracy'])\n\n# Show model summary\nensemble_model.summary()","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-02-07T12:54:21.889927Z","iopub.execute_input":"2025-02-07T12:54:21.890299Z","iopub.status.idle":"2025-02-07T12:54:22.442691Z","shell.execute_reply.started":"2025-02-07T12:54:21.890267Z","shell.execute_reply":"2025-02-07T12:54:22.441735Z"}},"outputs":[{"output_type":"display_data","data":{"text/plain":"\u001b[1mModel: \"functional_1\"\u001b[0m\n","text/html":"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\">Model: \"functional_1\"</span>\n</pre>\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"┏━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┓\n┃\u001b[1m \u001b[0m\u001b[1mLayer (type)       \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mOutput Shape     \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m   Param #\u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mConnected to     \u001b[0m\u001b[1m \u001b[0m┃\n┡━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━┩\n│ input_layer_1       │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m256\u001b[0m, \u001b[38;5;34m256\u001b[0m,  │          \u001b[38;5;34m0\u001b[0m │ -                 │\n│ (\u001b[38;5;33mInputLayer\u001b[0m)        │ \u001b[38;5;34m3\u001b[0m)                │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ rescaling_2         │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m256\u001b[0m, \u001b[38;5;34m256\u001b[0m,  │          \u001b[38;5;34m0\u001b[0m │ input_layer_1[\u001b[38;5;34m0\u001b[0m]… │\n│ (\u001b[38;5;33mRescaling\u001b[0m)         │ \u001b[38;5;34m3\u001b[0m)                │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ normalization_1     │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m256\u001b[0m, \u001b[38;5;34m256\u001b[0m,  │          \u001b[38;5;34m7\u001b[0m │ rescaling_2[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n│ (\u001b[38;5;33mNormalization\u001b[0m)     │ \u001b[38;5;34m3\u001b[0m)                │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ stem_conv_pad       │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m257\u001b[0m, \u001b[38;5;34m257\u001b[0m,  │          \u001b[38;5;34m0\u001b[0m │ normalization_1[\u001b[38;5;34m…\u001b[0m │\n│ (\u001b[38;5;33mZeroPadding2D\u001b[0m)     │ \u001b[38;5;34m3\u001b[0m)                │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ stem_conv (\u001b[38;5;33mConv2D\u001b[0m)  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m128\u001b[0m, \u001b[38;5;34m128\u001b[0m,  │        \u001b[38;5;34m864\u001b[0m │ stem_conv_pad[\u001b[38;5;34m0\u001b[0m]… │\n│                     │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ stem_bn             │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m128\u001b[0m, \u001b[38;5;34m128\u001b[0m,  │        \u001b[38;5;34m128\u001b[0m │ stem_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]   │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ stem_activation     │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m128\u001b[0m, \u001b[38;5;34m128\u001b[0m,  │          \u001b[38;5;34m0\u001b[0m │ stem_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]     │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block1a_dwconv      │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m128\u001b[0m, \u001b[38;5;34m128\u001b[0m,  │        \u001b[38;5;34m288\u001b[0m │ stem_activation[\u001b[38;5;34m…\u001b[0m │\n│ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m)   │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block1a_bn          │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m128\u001b[0m, \u001b[38;5;34m128\u001b[0m,  │        \u001b[38;5;34m128\u001b[0m │ block1a_dwconv[\u001b[38;5;34m0\u001b[0m… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block1a_activation  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m128\u001b[0m, \u001b[38;5;34m128\u001b[0m,  │          \u001b[38;5;34m0\u001b[0m │ block1a_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]  │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block1a_se_squeeze  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m)        │          \u001b[38;5;34m0\u001b[0m │ block1a_activati… │\n│ (\u001b[38;5;33mGlobalAveragePool…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block1a_se_reshape  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m32\u001b[0m)  │          \u001b[38;5;34m0\u001b[0m │ block1a_se_squee… │\n│ (\u001b[38;5;33mReshape\u001b[0m)           │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block1a_se_reduce   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m8\u001b[0m)   │        \u001b[38;5;34m264\u001b[0m │ block1a_se_resha… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block1a_se_expand   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m32\u001b[0m)  │        \u001b[38;5;34m288\u001b[0m │ block1a_se_reduc… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block1a_se_excite   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m128\u001b[0m, \u001b[38;5;34m128\u001b[0m,  │          \u001b[38;5;34m0\u001b[0m │ block1a_activati… │\n│ (\u001b[38;5;33mMultiply\u001b[0m)          │ \u001b[38;5;34m32\u001b[0m)               │            │ block1a_se_expan… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block1a_project_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m128\u001b[0m, \u001b[38;5;34m128\u001b[0m,  │        \u001b[38;5;34m512\u001b[0m │ block1a_se_excit… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m16\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block1a_project_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m128\u001b[0m, \u001b[38;5;34m128\u001b[0m,  │         \u001b[38;5;34m64\u001b[0m │ block1a_project_… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m16\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block1b_dwconv      │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m128\u001b[0m, \u001b[38;5;34m128\u001b[0m,  │        \u001b[38;5;34m144\u001b[0m │ block1a_project_… │\n│ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m)   │ \u001b[38;5;34m16\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block1b_bn          │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m128\u001b[0m, \u001b[38;5;34m128\u001b[0m,  │         \u001b[38;5;34m64\u001b[0m │ block1b_dwconv[\u001b[38;5;34m0\u001b[0m… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m16\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block1b_activation  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m128\u001b[0m, \u001b[38;5;34m128\u001b[0m,  │          \u001b[38;5;34m0\u001b[0m │ block1b_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]  │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m16\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block1b_se_squeeze  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m)        │          \u001b[38;5;34m0\u001b[0m │ block1b_activati… │\n│ (\u001b[38;5;33mGlobalAveragePool…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block1b_se_reshape  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m16\u001b[0m)  │          \u001b[38;5;34m0\u001b[0m │ block1b_se_squee… │\n│ (\u001b[38;5;33mReshape\u001b[0m)           │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block1b_se_reduce   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m4\u001b[0m)   │         \u001b[38;5;34m68\u001b[0m │ block1b_se_resha… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block1b_se_expand   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m16\u001b[0m)  │         \u001b[38;5;34m80\u001b[0m │ block1b_se_reduc… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block1b_se_excite   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m128\u001b[0m, \u001b[38;5;34m128\u001b[0m,  │          \u001b[38;5;34m0\u001b[0m │ block1b_activati… │\n│ (\u001b[38;5;33mMultiply\u001b[0m)          │ \u001b[38;5;34m16\u001b[0m)               │            │ block1b_se_expan… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block1b_project_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m128\u001b[0m, \u001b[38;5;34m128\u001b[0m,  │        \u001b[38;5;34m256\u001b[0m │ block1b_se_excit… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m16\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block1b_project_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m128\u001b[0m, \u001b[38;5;34m128\u001b[0m,  │         \u001b[38;5;34m64\u001b[0m │ block1b_project_… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m16\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block1b_drop        │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m128\u001b[0m, \u001b[38;5;34m128\u001b[0m,  │          \u001b[38;5;34m0\u001b[0m │ block1b_project_… │\n│ (\u001b[38;5;33mDropout\u001b[0m)           │ \u001b[38;5;34m16\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block1b_add (\u001b[38;5;33mAdd\u001b[0m)   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m128\u001b[0m, \u001b[38;5;34m128\u001b[0m,  │          \u001b[38;5;34m0\u001b[0m │ block1b_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m…\u001b[0m │\n│                     │ \u001b[38;5;34m16\u001b[0m)               │            │ block1a_project_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2a_expand_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m128\u001b[0m, \u001b[38;5;34m128\u001b[0m,  │      \u001b[38;5;34m1,536\u001b[0m │ block1b_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m96\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2a_expand_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m128\u001b[0m, \u001b[38;5;34m128\u001b[0m,  │        \u001b[38;5;34m384\u001b[0m │ block2a_expand_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m96\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2a_expand_act… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m128\u001b[0m, \u001b[38;5;34m128\u001b[0m,  │          \u001b[38;5;34m0\u001b[0m │ block2a_expand_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m96\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2a_dwconv_pad  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m129\u001b[0m, \u001b[38;5;34m129\u001b[0m,  │          \u001b[38;5;34m0\u001b[0m │ block2a_expand_a… │\n│ (\u001b[38;5;33mZeroPadding2D\u001b[0m)     │ \u001b[38;5;34m96\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2a_dwconv      │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m,    │        \u001b[38;5;34m864\u001b[0m │ block2a_dwconv_p… │\n│ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m)   │ \u001b[38;5;34m96\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2a_bn          │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m,    │        \u001b[38;5;34m384\u001b[0m │ block2a_dwconv[\u001b[38;5;34m0\u001b[0m… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m96\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2a_activation  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ block2a_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]  │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m96\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2a_se_squeeze  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m96\u001b[0m)        │          \u001b[38;5;34m0\u001b[0m │ block2a_activati… │\n│ (\u001b[38;5;33mGlobalAveragePool…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2a_se_reshape  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m96\u001b[0m)  │          \u001b[38;5;34m0\u001b[0m │ block2a_se_squee… │\n│ (\u001b[38;5;33mReshape\u001b[0m)           │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2a_se_reduce   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m4\u001b[0m)   │        \u001b[38;5;34m388\u001b[0m │ block2a_se_resha… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2a_se_expand   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m96\u001b[0m)  │        \u001b[38;5;34m480\u001b[0m │ block2a_se_reduc… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2a_se_excite   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ block2a_activati… │\n│ (\u001b[38;5;33mMultiply\u001b[0m)          │ \u001b[38;5;34m96\u001b[0m)               │            │ block2a_se_expan… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2a_project_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m,    │      \u001b[38;5;34m2,304\u001b[0m │ block2a_se_excit… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m24\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2a_project_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m,    │         \u001b[38;5;34m96\u001b[0m │ block2a_project_… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m24\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2b_expand_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m,    │      \u001b[38;5;34m3,456\u001b[0m │ block2a_project_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m144\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2b_expand_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m,    │        \u001b[38;5;34m576\u001b[0m │ block2b_expand_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m144\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2b_expand_act… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ block2b_expand_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m144\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2b_dwconv      │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m,    │      \u001b[38;5;34m1,296\u001b[0m │ block2b_expand_a… │\n│ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m)   │ \u001b[38;5;34m144\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2b_bn          │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m,    │        \u001b[38;5;34m576\u001b[0m │ block2b_dwconv[\u001b[38;5;34m0\u001b[0m… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m144\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2b_activation  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ block2b_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]  │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m144\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2b_se_squeeze  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m144\u001b[0m)       │          \u001b[38;5;34m0\u001b[0m │ block2b_activati… │\n│ (\u001b[38;5;33mGlobalAveragePool…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2b_se_reshape  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m144\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ block2b_se_squee… │\n│ (\u001b[38;5;33mReshape\u001b[0m)           │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2b_se_reduce   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m6\u001b[0m)   │        \u001b[38;5;34m870\u001b[0m │ block2b_se_resha… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2b_se_expand   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m144\u001b[0m) │      \u001b[38;5;34m1,008\u001b[0m │ block2b_se_reduc… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2b_se_excite   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ block2b_activati… │\n│ (\u001b[38;5;33mMultiply\u001b[0m)          │ \u001b[38;5;34m144\u001b[0m)              │            │ block2b_se_expan… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2b_project_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m,    │      \u001b[38;5;34m3,456\u001b[0m │ block2b_se_excit… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m24\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2b_project_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m,    │         \u001b[38;5;34m96\u001b[0m │ block2b_project_… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m24\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2b_drop        │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ block2b_project_… │\n│ (\u001b[38;5;33mDropout\u001b[0m)           │ \u001b[38;5;34m24\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2b_add (\u001b[38;5;33mAdd\u001b[0m)   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ block2b_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m…\u001b[0m │\n│                     │ \u001b[38;5;34m24\u001b[0m)               │            │ block2a_project_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2c_expand_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m,    │      \u001b[38;5;34m3,456\u001b[0m │ block2b_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m144\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2c_expand_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m,    │        \u001b[38;5;34m576\u001b[0m │ block2c_expand_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m144\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2c_expand_act… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ block2c_expand_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m144\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2c_dwconv      │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m,    │      \u001b[38;5;34m1,296\u001b[0m │ block2c_expand_a… │\n│ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m)   │ \u001b[38;5;34m144\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2c_bn          │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m,    │        \u001b[38;5;34m576\u001b[0m │ block2c_dwconv[\u001b[38;5;34m0\u001b[0m… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m144\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2c_activation  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ block2c_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]  │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m144\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2c_se_squeeze  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m144\u001b[0m)       │          \u001b[38;5;34m0\u001b[0m │ block2c_activati… │\n│ (\u001b[38;5;33mGlobalAveragePool…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2c_se_reshape  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m144\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ block2c_se_squee… │\n│ (\u001b[38;5;33mReshape\u001b[0m)           │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2c_se_reduce   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m6\u001b[0m)   │        \u001b[38;5;34m870\u001b[0m │ block2c_se_resha… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2c_se_expand   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m144\u001b[0m) │      \u001b[38;5;34m1,008\u001b[0m │ block2c_se_reduc… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2c_se_excite   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ block2c_activati… │\n│ (\u001b[38;5;33mMultiply\u001b[0m)          │ \u001b[38;5;34m144\u001b[0m)              │            │ block2c_se_expan… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2c_project_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m,    │      \u001b[38;5;34m3,456\u001b[0m │ block2c_se_excit… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m24\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2c_project_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m,    │         \u001b[38;5;34m96\u001b[0m │ block2c_project_… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m24\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2c_drop        │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ block2c_project_… │\n│ (\u001b[38;5;33mDropout\u001b[0m)           │ \u001b[38;5;34m24\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2c_add (\u001b[38;5;33mAdd\u001b[0m)   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ block2c_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m…\u001b[0m │\n│                     │ \u001b[38;5;34m24\u001b[0m)               │            │ block2b_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3a_expand_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m,    │      \u001b[38;5;34m3,456\u001b[0m │ block2c_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m144\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3a_expand_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m,    │        \u001b[38;5;34m576\u001b[0m │ block3a_expand_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m144\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3a_expand_act… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ block3a_expand_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m144\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3a_dwconv_pad  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m67\u001b[0m, \u001b[38;5;34m67\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ block3a_expand_a… │\n│ (\u001b[38;5;33mZeroPadding2D\u001b[0m)     │ \u001b[38;5;34m144\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3a_dwconv      │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m,    │      \u001b[38;5;34m3,600\u001b[0m │ block3a_dwconv_p… │\n│ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m)   │ \u001b[38;5;34m144\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3a_bn          │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m,    │        \u001b[38;5;34m576\u001b[0m │ block3a_dwconv[\u001b[38;5;34m0\u001b[0m… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m144\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3a_activation  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ block3a_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]  │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m144\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3a_se_squeeze  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m144\u001b[0m)       │          \u001b[38;5;34m0\u001b[0m │ block3a_activati… │\n│ (\u001b[38;5;33mGlobalAveragePool…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3a_se_reshape  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m144\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ block3a_se_squee… │\n│ (\u001b[38;5;33mReshape\u001b[0m)           │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3a_se_reduce   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m6\u001b[0m)   │        \u001b[38;5;34m870\u001b[0m │ block3a_se_resha… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3a_se_expand   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m144\u001b[0m) │      \u001b[38;5;34m1,008\u001b[0m │ block3a_se_reduc… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3a_se_excite   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ block3a_activati… │\n│ (\u001b[38;5;33mMultiply\u001b[0m)          │ \u001b[38;5;34m144\u001b[0m)              │            │ block3a_se_expan… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3a_project_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m,    │      \u001b[38;5;34m6,912\u001b[0m │ block3a_se_excit… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m48\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3a_project_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m,    │        \u001b[38;5;34m192\u001b[0m │ block3a_project_… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m48\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3b_expand_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m,    │     \u001b[38;5;34m13,824\u001b[0m │ block3a_project_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m288\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3b_expand_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m,    │      \u001b[38;5;34m1,152\u001b[0m │ block3b_expand_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m288\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3b_expand_act… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ block3b_expand_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m288\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3b_dwconv      │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m,    │      \u001b[38;5;34m7,200\u001b[0m │ block3b_expand_a… │\n│ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m)   │ \u001b[38;5;34m288\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3b_bn          │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m,    │      \u001b[38;5;34m1,152\u001b[0m │ block3b_dwconv[\u001b[38;5;34m0\u001b[0m… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m288\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3b_activation  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ block3b_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]  │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m288\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3b_se_squeeze  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m288\u001b[0m)       │          \u001b[38;5;34m0\u001b[0m │ block3b_activati… │\n│ (\u001b[38;5;33mGlobalAveragePool…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3b_se_reshape  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m288\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ block3b_se_squee… │\n│ (\u001b[38;5;33mReshape\u001b[0m)           │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3b_se_reduce   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m12\u001b[0m)  │      \u001b[38;5;34m3,468\u001b[0m │ block3b_se_resha… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3b_se_expand   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m288\u001b[0m) │      \u001b[38;5;34m3,744\u001b[0m │ block3b_se_reduc… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3b_se_excite   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ block3b_activati… │\n│ (\u001b[38;5;33mMultiply\u001b[0m)          │ \u001b[38;5;34m288\u001b[0m)              │            │ block3b_se_expan… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3b_project_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m,    │     \u001b[38;5;34m13,824\u001b[0m │ block3b_se_excit… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m48\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3b_project_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m,    │        \u001b[38;5;34m192\u001b[0m │ block3b_project_… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m48\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3b_drop        │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ block3b_project_… │\n│ (\u001b[38;5;33mDropout\u001b[0m)           │ \u001b[38;5;34m48\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3b_add (\u001b[38;5;33mAdd\u001b[0m)   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ block3b_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m…\u001b[0m │\n│                     │ \u001b[38;5;34m48\u001b[0m)               │            │ block3a_project_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3c_expand_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m,    │     \u001b[38;5;34m13,824\u001b[0m │ block3b_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m288\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3c_expand_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m,    │      \u001b[38;5;34m1,152\u001b[0m │ block3c_expand_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m288\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3c_expand_act… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ block3c_expand_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m288\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3c_dwconv      │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m,    │      \u001b[38;5;34m7,200\u001b[0m │ block3c_expand_a… │\n│ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m)   │ \u001b[38;5;34m288\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3c_bn          │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m,    │      \u001b[38;5;34m1,152\u001b[0m │ block3c_dwconv[\u001b[38;5;34m0\u001b[0m… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m288\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3c_activation  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ block3c_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]  │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m288\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3c_se_squeeze  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m288\u001b[0m)       │          \u001b[38;5;34m0\u001b[0m │ block3c_activati… │\n│ (\u001b[38;5;33mGlobalAveragePool…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3c_se_reshape  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m288\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ block3c_se_squee… │\n│ (\u001b[38;5;33mReshape\u001b[0m)           │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3c_se_reduce   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m12\u001b[0m)  │      \u001b[38;5;34m3,468\u001b[0m │ block3c_se_resha… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3c_se_expand   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m288\u001b[0m) │      \u001b[38;5;34m3,744\u001b[0m │ block3c_se_reduc… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3c_se_excite   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ block3c_activati… │\n│ (\u001b[38;5;33mMultiply\u001b[0m)          │ \u001b[38;5;34m288\u001b[0m)              │            │ block3c_se_expan… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3c_project_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m,    │     \u001b[38;5;34m13,824\u001b[0m │ block3c_se_excit… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m48\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3c_project_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m,    │        \u001b[38;5;34m192\u001b[0m │ block3c_project_… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m48\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3c_drop        │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ block3c_project_… │\n│ (\u001b[38;5;33mDropout\u001b[0m)           │ \u001b[38;5;34m48\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3c_add (\u001b[38;5;33mAdd\u001b[0m)   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ block3c_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m…\u001b[0m │\n│                     │ \u001b[38;5;34m48\u001b[0m)               │            │ block3b_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4a_expand_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m,    │     \u001b[38;5;34m13,824\u001b[0m │ block3c_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m288\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4a_expand_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m,    │      \u001b[38;5;34m1,152\u001b[0m │ block4a_expand_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m288\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4a_expand_act… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ block4a_expand_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m288\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4a_dwconv_pad  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m33\u001b[0m, \u001b[38;5;34m33\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ block4a_expand_a… │\n│ (\u001b[38;5;33mZeroPadding2D\u001b[0m)     │ \u001b[38;5;34m288\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4a_dwconv      │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │      \u001b[38;5;34m2,592\u001b[0m │ block4a_dwconv_p… │\n│ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m)   │ \u001b[38;5;34m288\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4a_bn          │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │      \u001b[38;5;34m1,152\u001b[0m │ block4a_dwconv[\u001b[38;5;34m0\u001b[0m… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m288\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4a_activation  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ block4a_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]  │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m288\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4a_se_squeeze  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m288\u001b[0m)       │          \u001b[38;5;34m0\u001b[0m │ block4a_activati… │\n│ (\u001b[38;5;33mGlobalAveragePool…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4a_se_reshape  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m288\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ block4a_se_squee… │\n│ (\u001b[38;5;33mReshape\u001b[0m)           │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4a_se_reduce   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m12\u001b[0m)  │      \u001b[38;5;34m3,468\u001b[0m │ block4a_se_resha… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4a_se_expand   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m288\u001b[0m) │      \u001b[38;5;34m3,744\u001b[0m │ block4a_se_reduc… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4a_se_excite   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ block4a_activati… │\n│ (\u001b[38;5;33mMultiply\u001b[0m)          │ \u001b[38;5;34m288\u001b[0m)              │            │ block4a_se_expan… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4a_project_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │     \u001b[38;5;34m25,344\u001b[0m │ block4a_se_excit… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m88\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4a_project_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │        \u001b[38;5;34m352\u001b[0m │ block4a_project_… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m88\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4b_expand_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │     \u001b[38;5;34m46,464\u001b[0m │ block4a_project_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m528\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4b_expand_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │      \u001b[38;5;34m2,112\u001b[0m │ block4b_expand_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m528\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4b_expand_act… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ block4b_expand_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m528\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4b_dwconv      │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │      \u001b[38;5;34m4,752\u001b[0m │ block4b_expand_a… │\n│ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m)   │ \u001b[38;5;34m528\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4b_bn          │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │      \u001b[38;5;34m2,112\u001b[0m │ block4b_dwconv[\u001b[38;5;34m0\u001b[0m… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m528\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4b_activation  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ block4b_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]  │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m528\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4b_se_squeeze  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m528\u001b[0m)       │          \u001b[38;5;34m0\u001b[0m │ block4b_activati… │\n│ (\u001b[38;5;33mGlobalAveragePool…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4b_se_reshape  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m528\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ block4b_se_squee… │\n│ (\u001b[38;5;33mReshape\u001b[0m)           │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4b_se_reduce   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m22\u001b[0m)  │     \u001b[38;5;34m11,638\u001b[0m │ block4b_se_resha… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4b_se_expand   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m528\u001b[0m) │     \u001b[38;5;34m12,144\u001b[0m │ block4b_se_reduc… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4b_se_excite   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ block4b_activati… │\n│ (\u001b[38;5;33mMultiply\u001b[0m)          │ \u001b[38;5;34m528\u001b[0m)              │            │ block4b_se_expan… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4b_project_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │     \u001b[38;5;34m46,464\u001b[0m │ block4b_se_excit… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m88\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4b_project_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │        \u001b[38;5;34m352\u001b[0m │ block4b_project_… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m88\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4b_drop        │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ block4b_project_… │\n│ (\u001b[38;5;33mDropout\u001b[0m)           │ \u001b[38;5;34m88\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4b_add (\u001b[38;5;33mAdd\u001b[0m)   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ block4b_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m…\u001b[0m │\n│                     │ \u001b[38;5;34m88\u001b[0m)               │            │ block4a_project_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4c_expand_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │     \u001b[38;5;34m46,464\u001b[0m │ block4b_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m528\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4c_expand_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │      \u001b[38;5;34m2,112\u001b[0m │ block4c_expand_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m528\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4c_expand_act… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ block4c_expand_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m528\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4c_dwconv      │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │      \u001b[38;5;34m4,752\u001b[0m │ block4c_expand_a… │\n│ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m)   │ \u001b[38;5;34m528\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4c_bn          │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │      \u001b[38;5;34m2,112\u001b[0m │ block4c_dwconv[\u001b[38;5;34m0\u001b[0m… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m528\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4c_activation  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ block4c_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]  │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m528\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4c_se_squeeze  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m528\u001b[0m)       │          \u001b[38;5;34m0\u001b[0m │ block4c_activati… │\n│ (\u001b[38;5;33mGlobalAveragePool…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4c_se_reshape  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m528\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ block4c_se_squee… │\n│ (\u001b[38;5;33mReshape\u001b[0m)           │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4c_se_reduce   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m22\u001b[0m)  │     \u001b[38;5;34m11,638\u001b[0m │ block4c_se_resha… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4c_se_expand   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m528\u001b[0m) │     \u001b[38;5;34m12,144\u001b[0m │ block4c_se_reduc… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4c_se_excite   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ block4c_activati… │\n│ (\u001b[38;5;33mMultiply\u001b[0m)          │ \u001b[38;5;34m528\u001b[0m)              │            │ block4c_se_expan… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4c_project_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │     \u001b[38;5;34m46,464\u001b[0m │ block4c_se_excit… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m88\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4c_project_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │        \u001b[38;5;34m352\u001b[0m │ block4c_project_… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m88\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4c_drop        │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ block4c_project_… │\n│ (\u001b[38;5;33mDropout\u001b[0m)           │ \u001b[38;5;34m88\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4c_add (\u001b[38;5;33mAdd\u001b[0m)   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ block4c_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m…\u001b[0m │\n│                     │ \u001b[38;5;34m88\u001b[0m)               │            │ block4b_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4d_expand_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │     \u001b[38;5;34m46,464\u001b[0m │ block4c_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m528\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4d_expand_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │      \u001b[38;5;34m2,112\u001b[0m │ block4d_expand_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m528\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4d_expand_act… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ block4d_expand_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m528\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4d_dwconv      │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │      \u001b[38;5;34m4,752\u001b[0m │ block4d_expand_a… │\n│ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m)   │ \u001b[38;5;34m528\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4d_bn          │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │      \u001b[38;5;34m2,112\u001b[0m │ block4d_dwconv[\u001b[38;5;34m0\u001b[0m… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m528\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4d_activation  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ block4d_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]  │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m528\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4d_se_squeeze  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m528\u001b[0m)       │          \u001b[38;5;34m0\u001b[0m │ block4d_activati… │\n│ (\u001b[38;5;33mGlobalAveragePool…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4d_se_reshape  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m528\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ block4d_se_squee… │\n│ (\u001b[38;5;33mReshape\u001b[0m)           │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4d_se_reduce   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m22\u001b[0m)  │     \u001b[38;5;34m11,638\u001b[0m │ block4d_se_resha… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4d_se_expand   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m528\u001b[0m) │     \u001b[38;5;34m12,144\u001b[0m │ block4d_se_reduc… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4d_se_excite   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ block4d_activati… │\n│ (\u001b[38;5;33mMultiply\u001b[0m)          │ \u001b[38;5;34m528\u001b[0m)              │            │ block4d_se_expan… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4d_project_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │     \u001b[38;5;34m46,464\u001b[0m │ block4d_se_excit… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m88\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ input_layer_2       │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m256\u001b[0m, \u001b[38;5;34m256\u001b[0m,  │          \u001b[38;5;34m0\u001b[0m │ -                 │\n│ (\u001b[38;5;33mInputLayer\u001b[0m)        │ \u001b[38;5;34m3\u001b[0m)                │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4d_project_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │        \u001b[38;5;34m352\u001b[0m │ block4d_project_… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m88\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv1_pad           │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m262\u001b[0m, \u001b[38;5;34m262\u001b[0m,  │          \u001b[38;5;34m0\u001b[0m │ input_layer_2[\u001b[38;5;34m0\u001b[0m]… │\n│ (\u001b[38;5;33mZeroPadding2D\u001b[0m)     │ \u001b[38;5;34m3\u001b[0m)                │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4d_drop        │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ block4d_project_… │\n│ (\u001b[38;5;33mDropout\u001b[0m)           │ \u001b[38;5;34m88\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv1_conv (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m128\u001b[0m, \u001b[38;5;34m128\u001b[0m,  │      \u001b[38;5;34m9,472\u001b[0m │ conv1_pad[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]   │\n│                     │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4d_add (\u001b[38;5;33mAdd\u001b[0m)   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ block4d_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m…\u001b[0m │\n│                     │ \u001b[38;5;34m88\u001b[0m)               │            │ block4c_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv1_bn            │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m128\u001b[0m, \u001b[38;5;34m128\u001b[0m,  │        \u001b[38;5;34m256\u001b[0m │ conv1_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]  │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5a_expand_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │     \u001b[38;5;34m46,464\u001b[0m │ block4d_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m528\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv1_relu          │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m128\u001b[0m, \u001b[38;5;34m128\u001b[0m,  │          \u001b[38;5;34m0\u001b[0m │ conv1_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]    │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5a_expand_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │      \u001b[38;5;34m2,112\u001b[0m │ block5a_expand_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m528\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ pool1_pad           │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m130\u001b[0m, \u001b[38;5;34m130\u001b[0m,  │          \u001b[38;5;34m0\u001b[0m │ conv1_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]  │\n│ (\u001b[38;5;33mZeroPadding2D\u001b[0m)     │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5a_expand_act… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ block5a_expand_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m528\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ pool1_pool          │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ pool1_pad[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]   │\n│ (\u001b[38;5;33mMaxPooling2D\u001b[0m)      │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5a_dwconv      │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │     \u001b[38;5;34m13,200\u001b[0m │ block5a_expand_a… │\n│ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m)   │ \u001b[38;5;34m528\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block1_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m,    │      \u001b[38;5;34m4,160\u001b[0m │ pool1_pool[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]  │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5a_bn          │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │      \u001b[38;5;34m2,112\u001b[0m │ block5a_dwconv[\u001b[38;5;34m0\u001b[0m… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m528\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block1_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m,    │        \u001b[38;5;34m256\u001b[0m │ conv2_block1_1_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5a_activation  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ block5a_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]  │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m528\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block1_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv2_block1_1_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5a_se_squeeze  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m528\u001b[0m)       │          \u001b[38;5;34m0\u001b[0m │ block5a_activati… │\n│ (\u001b[38;5;33mGlobalAveragePool…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block1_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m,    │     \u001b[38;5;34m36,928\u001b[0m │ conv2_block1_1_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5a_se_reshape  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m528\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ block5a_se_squee… │\n│ (\u001b[38;5;33mReshape\u001b[0m)           │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block1_2_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m,    │        \u001b[38;5;34m256\u001b[0m │ conv2_block1_2_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5a_se_reduce   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m22\u001b[0m)  │     \u001b[38;5;34m11,638\u001b[0m │ block5a_se_resha… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block1_2_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv2_block1_2_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5a_se_expand   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m528\u001b[0m) │     \u001b[38;5;34m12,144\u001b[0m │ block5a_se_reduc… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block1_0_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m,    │     \u001b[38;5;34m16,640\u001b[0m │ pool1_pool[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]  │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block1_3_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m,    │     \u001b[38;5;34m16,640\u001b[0m │ conv2_block1_2_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5a_se_excite   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ block5a_activati… │\n│ (\u001b[38;5;33mMultiply\u001b[0m)          │ \u001b[38;5;34m528\u001b[0m)              │            │ block5a_se_expan… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block1_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m,    │      \u001b[38;5;34m1,024\u001b[0m │ conv2_block1_0_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block1_3_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m,    │      \u001b[38;5;34m1,024\u001b[0m │ conv2_block1_3_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5a_project_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │     \u001b[38;5;34m63,360\u001b[0m │ block5a_se_excit… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m120\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block1_add    │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv2_block1_0_b… │\n│ (\u001b[38;5;33mAdd\u001b[0m)               │ \u001b[38;5;34m256\u001b[0m)              │            │ conv2_block1_3_b… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5a_project_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │        \u001b[38;5;34m480\u001b[0m │ block5a_project_… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m120\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block1_out    │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv2_block1_add… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5b_expand_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │     \u001b[38;5;34m86,400\u001b[0m │ block5a_project_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m720\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block2_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m,    │     \u001b[38;5;34m16,448\u001b[0m │ conv2_block1_out… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5b_expand_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │      \u001b[38;5;34m2,880\u001b[0m │ block5b_expand_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m720\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block2_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m,    │        \u001b[38;5;34m256\u001b[0m │ conv2_block2_1_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5b_expand_act… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ block5b_expand_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m720\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block2_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv2_block2_1_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5b_dwconv      │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │     \u001b[38;5;34m18,000\u001b[0m │ block5b_expand_a… │\n│ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m)   │ \u001b[38;5;34m720\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block2_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m,    │     \u001b[38;5;34m36,928\u001b[0m │ conv2_block2_1_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5b_bn          │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │      \u001b[38;5;34m2,880\u001b[0m │ block5b_dwconv[\u001b[38;5;34m0\u001b[0m… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m720\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block2_2_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m,    │        \u001b[38;5;34m256\u001b[0m │ conv2_block2_2_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5b_activation  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ block5b_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]  │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m720\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block2_2_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv2_block2_2_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5b_se_squeeze  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m720\u001b[0m)       │          \u001b[38;5;34m0\u001b[0m │ block5b_activati… │\n│ (\u001b[38;5;33mGlobalAveragePool…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block2_3_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m,    │     \u001b[38;5;34m16,640\u001b[0m │ conv2_block2_2_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5b_se_reshape  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m720\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ block5b_se_squee… │\n│ (\u001b[38;5;33mReshape\u001b[0m)           │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block2_3_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m,    │      \u001b[38;5;34m1,024\u001b[0m │ conv2_block2_3_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5b_se_reduce   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m30\u001b[0m)  │     \u001b[38;5;34m21,630\u001b[0m │ block5b_se_resha… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block2_add    │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv2_block1_out… │\n│ (\u001b[38;5;33mAdd\u001b[0m)               │ \u001b[38;5;34m256\u001b[0m)              │            │ conv2_block2_3_b… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5b_se_expand   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m720\u001b[0m) │     \u001b[38;5;34m22,320\u001b[0m │ block5b_se_reduc… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block2_out    │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv2_block2_add… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5b_se_excite   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ block5b_activati… │\n│ (\u001b[38;5;33mMultiply\u001b[0m)          │ \u001b[38;5;34m720\u001b[0m)              │            │ block5b_se_expan… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block3_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m,    │     \u001b[38;5;34m16,448\u001b[0m │ conv2_block2_out… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5b_project_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │     \u001b[38;5;34m86,400\u001b[0m │ block5b_se_excit… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m120\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block3_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m,    │        \u001b[38;5;34m256\u001b[0m │ conv2_block3_1_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5b_project_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │        \u001b[38;5;34m480\u001b[0m │ block5b_project_… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m120\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block3_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv2_block3_1_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5b_drop        │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ block5b_project_… │\n│ (\u001b[38;5;33mDropout\u001b[0m)           │ \u001b[38;5;34m120\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block3_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m,    │     \u001b[38;5;34m36,928\u001b[0m │ conv2_block3_1_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5b_add (\u001b[38;5;33mAdd\u001b[0m)   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ block5b_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m…\u001b[0m │\n│                     │ \u001b[38;5;34m120\u001b[0m)              │            │ block5a_project_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block3_2_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m,    │        \u001b[38;5;34m256\u001b[0m │ conv2_block3_2_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5c_expand_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │     \u001b[38;5;34m86,400\u001b[0m │ block5b_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m720\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block3_2_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv2_block3_2_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5c_expand_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │      \u001b[38;5;34m2,880\u001b[0m │ block5c_expand_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m720\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block3_3_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m,    │     \u001b[38;5;34m16,640\u001b[0m │ conv2_block3_2_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5c_expand_act… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ block5c_expand_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m720\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block3_3_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m,    │      \u001b[38;5;34m1,024\u001b[0m │ conv2_block3_3_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5c_dwconv      │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │     \u001b[38;5;34m18,000\u001b[0m │ block5c_expand_a… │\n│ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m)   │ \u001b[38;5;34m720\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block3_add    │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv2_block2_out… │\n│ (\u001b[38;5;33mAdd\u001b[0m)               │ \u001b[38;5;34m256\u001b[0m)              │            │ conv2_block3_3_b… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5c_bn          │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │      \u001b[38;5;34m2,880\u001b[0m │ block5c_dwconv[\u001b[38;5;34m0\u001b[0m… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m720\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block3_out    │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv2_block3_add… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5c_activation  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ block5c_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]  │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m720\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block1_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m,    │     \u001b[38;5;34m32,896\u001b[0m │ conv2_block3_out… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5c_se_squeeze  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m720\u001b[0m)       │          \u001b[38;5;34m0\u001b[0m │ block5c_activati… │\n│ (\u001b[38;5;33mGlobalAveragePool…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block1_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv3_block1_1_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5c_se_reshape  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m720\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ block5c_se_squee… │\n│ (\u001b[38;5;33mReshape\u001b[0m)           │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block1_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block1_1_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5c_se_reduce   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m30\u001b[0m)  │     \u001b[38;5;34m21,630\u001b[0m │ block5c_se_resha… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block1_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m,    │    \u001b[38;5;34m147,584\u001b[0m │ conv3_block1_1_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5c_se_expand   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m720\u001b[0m) │     \u001b[38;5;34m22,320\u001b[0m │ block5c_se_reduc… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block1_2_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv3_block1_2_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5c_se_excite   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ block5c_activati… │\n│ (\u001b[38;5;33mMultiply\u001b[0m)          │ \u001b[38;5;34m720\u001b[0m)              │            │ block5c_se_expan… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block1_2_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block1_2_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5c_project_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │     \u001b[38;5;34m86,400\u001b[0m │ block5c_se_excit… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m120\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block1_0_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m,    │    \u001b[38;5;34m131,584\u001b[0m │ conv2_block3_out… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m512\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block1_3_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m,    │     \u001b[38;5;34m66,048\u001b[0m │ conv3_block1_2_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m512\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5c_project_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │        \u001b[38;5;34m480\u001b[0m │ block5c_project_… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m120\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block1_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m,    │      \u001b[38;5;34m2,048\u001b[0m │ conv3_block1_0_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m512\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block1_3_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m,    │      \u001b[38;5;34m2,048\u001b[0m │ conv3_block1_3_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m512\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5c_drop        │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ block5c_project_… │\n│ (\u001b[38;5;33mDropout\u001b[0m)           │ \u001b[38;5;34m120\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block1_add    │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block1_0_b… │\n│ (\u001b[38;5;33mAdd\u001b[0m)               │ \u001b[38;5;34m512\u001b[0m)              │            │ conv3_block1_3_b… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5c_add (\u001b[38;5;33mAdd\u001b[0m)   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ block5c_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m…\u001b[0m │\n│                     │ \u001b[38;5;34m120\u001b[0m)              │            │ block5b_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block1_out    │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block1_add… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m512\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5d_expand_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │     \u001b[38;5;34m86,400\u001b[0m │ block5c_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m720\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block2_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m,    │     \u001b[38;5;34m65,664\u001b[0m │ conv3_block1_out… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5d_expand_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │      \u001b[38;5;34m2,880\u001b[0m │ block5d_expand_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m720\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block2_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv3_block2_1_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5d_expand_act… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ block5d_expand_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m720\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block2_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block2_1_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5d_dwconv      │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │     \u001b[38;5;34m18,000\u001b[0m │ block5d_expand_a… │\n│ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m)   │ \u001b[38;5;34m720\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block2_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m,    │    \u001b[38;5;34m147,584\u001b[0m │ conv3_block2_1_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5d_bn          │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │      \u001b[38;5;34m2,880\u001b[0m │ block5d_dwconv[\u001b[38;5;34m0\u001b[0m… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m720\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block2_2_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv3_block2_2_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5d_activation  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ block5d_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]  │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m720\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block2_2_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block2_2_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5d_se_squeeze  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m720\u001b[0m)       │          \u001b[38;5;34m0\u001b[0m │ block5d_activati… │\n│ (\u001b[38;5;33mGlobalAveragePool…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block2_3_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m,    │     \u001b[38;5;34m66,048\u001b[0m │ conv3_block2_2_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m512\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5d_se_reshape  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m720\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ block5d_se_squee… │\n│ (\u001b[38;5;33mReshape\u001b[0m)           │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block2_3_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m,    │      \u001b[38;5;34m2,048\u001b[0m │ conv3_block2_3_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m512\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5d_se_reduce   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m30\u001b[0m)  │     \u001b[38;5;34m21,630\u001b[0m │ block5d_se_resha… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block2_add    │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block1_out… │\n│ (\u001b[38;5;33mAdd\u001b[0m)               │ \u001b[38;5;34m512\u001b[0m)              │            │ conv3_block2_3_b… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5d_se_expand   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m720\u001b[0m) │     \u001b[38;5;34m22,320\u001b[0m │ block5d_se_reduc… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block2_out    │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block2_add… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m512\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5d_se_excite   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ block5d_activati… │\n│ (\u001b[38;5;33mMultiply\u001b[0m)          │ \u001b[38;5;34m720\u001b[0m)              │            │ block5d_se_expan… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block3_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m,    │     \u001b[38;5;34m65,664\u001b[0m │ conv3_block2_out… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5d_project_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │     \u001b[38;5;34m86,400\u001b[0m │ block5d_se_excit… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m120\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block3_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv3_block3_1_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5d_project_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │        \u001b[38;5;34m480\u001b[0m │ block5d_project_… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m120\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block3_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block3_1_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5d_drop        │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ block5d_project_… │\n│ (\u001b[38;5;33mDropout\u001b[0m)           │ \u001b[38;5;34m120\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block3_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m,    │    \u001b[38;5;34m147,584\u001b[0m │ conv3_block3_1_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5d_add (\u001b[38;5;33mAdd\u001b[0m)   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ block5d_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m…\u001b[0m │\n│                     │ \u001b[38;5;34m120\u001b[0m)              │            │ block5c_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block3_2_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv3_block3_2_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6a_expand_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │     \u001b[38;5;34m86,400\u001b[0m │ block5d_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m720\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block3_2_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block3_2_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6a_expand_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │      \u001b[38;5;34m2,880\u001b[0m │ block6a_expand_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m720\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block3_3_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m,    │     \u001b[38;5;34m66,048\u001b[0m │ conv3_block3_2_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m512\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6a_expand_act… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ block6a_expand_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m720\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block3_3_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m,    │      \u001b[38;5;34m2,048\u001b[0m │ conv3_block3_3_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m512\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6a_dwconv_pad  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m19\u001b[0m, \u001b[38;5;34m19\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ block6a_expand_a… │\n│ (\u001b[38;5;33mZeroPadding2D\u001b[0m)     │ \u001b[38;5;34m720\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block3_add    │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block2_out… │\n│ (\u001b[38;5;33mAdd\u001b[0m)               │ \u001b[38;5;34m512\u001b[0m)              │            │ conv3_block3_3_b… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6a_dwconv      │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m720\u001b[0m) │     \u001b[38;5;34m18,000\u001b[0m │ block6a_dwconv_p… │\n│ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m)   │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block3_out    │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block3_add… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m512\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6a_bn          │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m720\u001b[0m) │      \u001b[38;5;34m2,880\u001b[0m │ block6a_dwconv[\u001b[38;5;34m0\u001b[0m… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block4_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m,    │     \u001b[38;5;34m65,664\u001b[0m │ conv3_block3_out… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6a_activation  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m720\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ block6a_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]  │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block4_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv3_block4_1_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6a_se_squeeze  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m720\u001b[0m)       │          \u001b[38;5;34m0\u001b[0m │ block6a_activati… │\n│ (\u001b[38;5;33mGlobalAveragePool…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block4_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block4_1_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6a_se_reshape  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m720\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ block6a_se_squee… │\n│ (\u001b[38;5;33mReshape\u001b[0m)           │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block4_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m,    │    \u001b[38;5;34m147,584\u001b[0m │ conv3_block4_1_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6a_se_reduce   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m30\u001b[0m)  │     \u001b[38;5;34m21,630\u001b[0m │ block6a_se_resha… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block4_2_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv3_block4_2_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6a_se_expand   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m720\u001b[0m) │     \u001b[38;5;34m22,320\u001b[0m │ block6a_se_reduc… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block4_2_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block4_2_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6a_se_excite   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m720\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ block6a_activati… │\n│ (\u001b[38;5;33mMultiply\u001b[0m)          │                   │            │ block6a_se_expan… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block4_3_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m,    │     \u001b[38;5;34m66,048\u001b[0m │ conv3_block4_2_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m512\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6a_project_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m208\u001b[0m) │    \u001b[38;5;34m149,760\u001b[0m │ block6a_se_excit… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block4_3_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m,    │      \u001b[38;5;34m2,048\u001b[0m │ conv3_block4_3_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m512\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6a_project_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m208\u001b[0m) │        \u001b[38;5;34m832\u001b[0m │ block6a_project_… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block4_add    │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block3_out… │\n│ (\u001b[38;5;33mAdd\u001b[0m)               │ \u001b[38;5;34m512\u001b[0m)              │            │ conv3_block4_3_b… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6b_expand_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m,      │    \u001b[38;5;34m259,584\u001b[0m │ block6a_project_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m1248\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block4_out    │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block4_add… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m512\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6b_expand_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m,      │      \u001b[38;5;34m4,992\u001b[0m │ block6b_expand_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m1248\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block1_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │    \u001b[38;5;34m131,328\u001b[0m │ conv3_block4_out… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6b_expand_act… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m,      │          \u001b[38;5;34m0\u001b[0m │ block6b_expand_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m1248\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block1_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │      \u001b[38;5;34m1,024\u001b[0m │ conv4_block1_1_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6b_dwconv      │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m,      │     \u001b[38;5;34m31,200\u001b[0m │ block6b_expand_a… │\n│ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m)   │ \u001b[38;5;34m1248\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block1_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block1_1_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6b_bn          │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m,      │      \u001b[38;5;34m4,992\u001b[0m │ block6b_dwconv[\u001b[38;5;34m0\u001b[0m… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m1248\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block1_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │    \u001b[38;5;34m590,080\u001b[0m │ conv4_block1_1_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6b_activation  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m,      │          \u001b[38;5;34m0\u001b[0m │ block6b_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]  │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m1248\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block1_2_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │      \u001b[38;5;34m1,024\u001b[0m │ conv4_block1_2_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6b_se_squeeze  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1248\u001b[0m)      │          \u001b[38;5;34m0\u001b[0m │ block6b_activati… │\n│ (\u001b[38;5;33mGlobalAveragePool…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block1_2_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block1_2_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6b_se_reshape  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m,      │          \u001b[38;5;34m0\u001b[0m │ block6b_se_squee… │\n│ (\u001b[38;5;33mReshape\u001b[0m)           │ \u001b[38;5;34m1248\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block1_0_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │    \u001b[38;5;34m525,312\u001b[0m │ conv3_block4_out… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block1_3_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │    \u001b[38;5;34m263,168\u001b[0m │ conv4_block1_2_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6b_se_reduce   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m52\u001b[0m)  │     \u001b[38;5;34m64,948\u001b[0m │ block6b_se_resha… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block1_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │      \u001b[38;5;34m4,096\u001b[0m │ conv4_block1_0_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block1_3_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │      \u001b[38;5;34m4,096\u001b[0m │ conv4_block1_3_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6b_se_expand   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m,      │     \u001b[38;5;34m66,144\u001b[0m │ block6b_se_reduc… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m1248\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block1_add    │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block1_0_b… │\n│ (\u001b[38;5;33mAdd\u001b[0m)               │ \u001b[38;5;34m1024\u001b[0m)             │            │ conv4_block1_3_b… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6b_se_excite   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m,      │          \u001b[38;5;34m0\u001b[0m │ block6b_activati… │\n│ (\u001b[38;5;33mMultiply\u001b[0m)          │ \u001b[38;5;34m1248\u001b[0m)             │            │ block6b_se_expan… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block1_out    │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block1_add… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6b_project_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m208\u001b[0m) │    \u001b[38;5;34m259,584\u001b[0m │ block6b_se_excit… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block2_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │    \u001b[38;5;34m262,400\u001b[0m │ conv4_block1_out… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6b_project_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m208\u001b[0m) │        \u001b[38;5;34m832\u001b[0m │ block6b_project_… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block2_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │      \u001b[38;5;34m1,024\u001b[0m │ conv4_block2_1_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6b_drop        │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m208\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ block6b_project_… │\n│ (\u001b[38;5;33mDropout\u001b[0m)           │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block2_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block2_1_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6b_add (\u001b[38;5;33mAdd\u001b[0m)   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m208\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ block6b_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m…\u001b[0m │\n│                     │                   │            │ block6a_project_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block2_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │    \u001b[38;5;34m590,080\u001b[0m │ conv4_block2_1_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6c_expand_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m,      │    \u001b[38;5;34m259,584\u001b[0m │ block6b_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m1248\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block2_2_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │      \u001b[38;5;34m1,024\u001b[0m │ conv4_block2_2_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6c_expand_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m,      │      \u001b[38;5;34m4,992\u001b[0m │ block6c_expand_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m1248\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block2_2_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block2_2_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6c_expand_act… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m,      │          \u001b[38;5;34m0\u001b[0m │ block6c_expand_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m1248\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block2_3_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │    \u001b[38;5;34m263,168\u001b[0m │ conv4_block2_2_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6c_dwconv      │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m,      │     \u001b[38;5;34m31,200\u001b[0m │ block6c_expand_a… │\n│ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m)   │ \u001b[38;5;34m1248\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block2_3_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │      \u001b[38;5;34m4,096\u001b[0m │ conv4_block2_3_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6c_bn          │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m,      │      \u001b[38;5;34m4,992\u001b[0m │ block6c_dwconv[\u001b[38;5;34m0\u001b[0m… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m1248\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block2_add    │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block1_out… │\n│ (\u001b[38;5;33mAdd\u001b[0m)               │ \u001b[38;5;34m1024\u001b[0m)             │            │ conv4_block2_3_b… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6c_activation  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m,      │          \u001b[38;5;34m0\u001b[0m │ block6c_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]  │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m1248\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block2_out    │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block2_add… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6c_se_squeeze  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1248\u001b[0m)      │          \u001b[38;5;34m0\u001b[0m │ block6c_activati… │\n│ (\u001b[38;5;33mGlobalAveragePool…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block3_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │    \u001b[38;5;34m262,400\u001b[0m │ conv4_block2_out… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6c_se_reshape  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m,      │          \u001b[38;5;34m0\u001b[0m │ block6c_se_squee… │\n│ (\u001b[38;5;33mReshape\u001b[0m)           │ \u001b[38;5;34m1248\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block3_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │      \u001b[38;5;34m1,024\u001b[0m │ conv4_block3_1_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6c_se_reduce   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m52\u001b[0m)  │     \u001b[38;5;34m64,948\u001b[0m │ block6c_se_resha… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block3_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block3_1_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6c_se_expand   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m,      │     \u001b[38;5;34m66,144\u001b[0m │ block6c_se_reduc… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m1248\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block3_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │    \u001b[38;5;34m590,080\u001b[0m │ conv4_block3_1_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6c_se_excite   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m,      │          \u001b[38;5;34m0\u001b[0m │ block6c_activati… │\n│ (\u001b[38;5;33mMultiply\u001b[0m)          │ \u001b[38;5;34m1248\u001b[0m)             │            │ block6c_se_expan… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block3_2_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │      \u001b[38;5;34m1,024\u001b[0m │ conv4_block3_2_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6c_project_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m208\u001b[0m) │    \u001b[38;5;34m259,584\u001b[0m │ block6c_se_excit… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block3_2_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block3_2_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6c_project_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m208\u001b[0m) │        \u001b[38;5;34m832\u001b[0m │ block6c_project_… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block3_3_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │    \u001b[38;5;34m263,168\u001b[0m │ conv4_block3_2_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6c_drop        │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m208\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ block6c_project_… │\n│ (\u001b[38;5;33mDropout\u001b[0m)           │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block3_3_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │      \u001b[38;5;34m4,096\u001b[0m │ conv4_block3_3_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6c_add (\u001b[38;5;33mAdd\u001b[0m)   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m208\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ block6c_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m…\u001b[0m │\n│                     │                   │            │ block6b_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block3_add    │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block2_out… │\n│ (\u001b[38;5;33mAdd\u001b[0m)               │ \u001b[38;5;34m1024\u001b[0m)             │            │ conv4_block3_3_b… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6d_expand_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m,      │    \u001b[38;5;34m259,584\u001b[0m │ block6c_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m1248\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block3_out    │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block3_add… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6d_expand_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m,      │      \u001b[38;5;34m4,992\u001b[0m │ block6d_expand_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m1248\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block4_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │    \u001b[38;5;34m262,400\u001b[0m │ conv4_block3_out… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6d_expand_act… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m,      │          \u001b[38;5;34m0\u001b[0m │ block6d_expand_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m1248\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block4_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │      \u001b[38;5;34m1,024\u001b[0m │ conv4_block4_1_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6d_dwconv      │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m,      │     \u001b[38;5;34m31,200\u001b[0m │ block6d_expand_a… │\n│ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m)   │ \u001b[38;5;34m1248\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block4_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block4_1_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6d_bn          │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m,      │      \u001b[38;5;34m4,992\u001b[0m │ block6d_dwconv[\u001b[38;5;34m0\u001b[0m… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m1248\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block4_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │    \u001b[38;5;34m590,080\u001b[0m │ conv4_block4_1_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6d_activation  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m,      │          \u001b[38;5;34m0\u001b[0m │ block6d_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]  │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m1248\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block4_2_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │      \u001b[38;5;34m1,024\u001b[0m │ conv4_block4_2_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6d_se_squeeze  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1248\u001b[0m)      │          \u001b[38;5;34m0\u001b[0m │ block6d_activati… │\n│ (\u001b[38;5;33mGlobalAveragePool…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block4_2_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block4_2_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6d_se_reshape  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m,      │          \u001b[38;5;34m0\u001b[0m │ block6d_se_squee… │\n│ (\u001b[38;5;33mReshape\u001b[0m)           │ \u001b[38;5;34m1248\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block4_3_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │    \u001b[38;5;34m263,168\u001b[0m │ conv4_block4_2_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6d_se_reduce   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m52\u001b[0m)  │     \u001b[38;5;34m64,948\u001b[0m │ block6d_se_resha… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block4_3_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │      \u001b[38;5;34m4,096\u001b[0m │ conv4_block4_3_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6d_se_expand   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m,      │     \u001b[38;5;34m66,144\u001b[0m │ block6d_se_reduc… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m1248\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block4_add    │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block3_out… │\n│ (\u001b[38;5;33mAdd\u001b[0m)               │ \u001b[38;5;34m1024\u001b[0m)             │            │ conv4_block4_3_b… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6d_se_excite   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m,      │          \u001b[38;5;34m0\u001b[0m │ block6d_activati… │\n│ (\u001b[38;5;33mMultiply\u001b[0m)          │ \u001b[38;5;34m1248\u001b[0m)             │            │ block6d_se_expan… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block4_out    │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block4_add… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6d_project_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m208\u001b[0m) │    \u001b[38;5;34m259,584\u001b[0m │ block6d_se_excit… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block5_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │    \u001b[38;5;34m262,400\u001b[0m │ conv4_block4_out… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6d_project_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m208\u001b[0m) │        \u001b[38;5;34m832\u001b[0m │ block6d_project_… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block5_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │      \u001b[38;5;34m1,024\u001b[0m │ conv4_block5_1_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6d_drop        │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m208\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ block6d_project_… │\n│ (\u001b[38;5;33mDropout\u001b[0m)           │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block5_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block5_1_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6d_add (\u001b[38;5;33mAdd\u001b[0m)   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m208\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ block6d_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m…\u001b[0m │\n│                     │                   │            │ block6c_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block5_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │    \u001b[38;5;34m590,080\u001b[0m │ conv4_block5_1_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6e_expand_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m,      │    \u001b[38;5;34m259,584\u001b[0m │ block6d_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m1248\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block5_2_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │      \u001b[38;5;34m1,024\u001b[0m │ conv4_block5_2_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6e_expand_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m,      │      \u001b[38;5;34m4,992\u001b[0m │ block6e_expand_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m1248\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block5_2_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block5_2_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6e_expand_act… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m,      │          \u001b[38;5;34m0\u001b[0m │ block6e_expand_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m1248\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block5_3_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │    \u001b[38;5;34m263,168\u001b[0m │ conv4_block5_2_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6e_dwconv      │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m,      │     \u001b[38;5;34m31,200\u001b[0m │ block6e_expand_a… │\n│ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m)   │ \u001b[38;5;34m1248\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block5_3_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │      \u001b[38;5;34m4,096\u001b[0m │ conv4_block5_3_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6e_bn          │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m,      │      \u001b[38;5;34m4,992\u001b[0m │ block6e_dwconv[\u001b[38;5;34m0\u001b[0m… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m1248\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block5_add    │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block4_out… │\n│ (\u001b[38;5;33mAdd\u001b[0m)               │ \u001b[38;5;34m1024\u001b[0m)             │            │ conv4_block5_3_b… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6e_activation  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m,      │          \u001b[38;5;34m0\u001b[0m │ block6e_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]  │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m1248\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block5_out    │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block5_add… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6e_se_squeeze  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1248\u001b[0m)      │          \u001b[38;5;34m0\u001b[0m │ block6e_activati… │\n│ (\u001b[38;5;33mGlobalAveragePool…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block6_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │    \u001b[38;5;34m262,400\u001b[0m │ conv4_block5_out… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6e_se_reshape  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m,      │          \u001b[38;5;34m0\u001b[0m │ block6e_se_squee… │\n│ (\u001b[38;5;33mReshape\u001b[0m)           │ \u001b[38;5;34m1248\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block6_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │      \u001b[38;5;34m1,024\u001b[0m │ conv4_block6_1_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6e_se_reduce   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m52\u001b[0m)  │     \u001b[38;5;34m64,948\u001b[0m │ block6e_se_resha… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block6_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block6_1_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6e_se_expand   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m,      │     \u001b[38;5;34m66,144\u001b[0m │ block6e_se_reduc… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m1248\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block6_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │    \u001b[38;5;34m590,080\u001b[0m │ conv4_block6_1_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6e_se_excite   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m,      │          \u001b[38;5;34m0\u001b[0m │ block6e_activati… │\n│ (\u001b[38;5;33mMultiply\u001b[0m)          │ \u001b[38;5;34m1248\u001b[0m)             │            │ block6e_se_expan… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block6_2_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │      \u001b[38;5;34m1,024\u001b[0m │ conv4_block6_2_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6e_project_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m208\u001b[0m) │    \u001b[38;5;34m259,584\u001b[0m │ block6e_se_excit… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block6_2_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block6_2_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6e_project_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m208\u001b[0m) │        \u001b[38;5;34m832\u001b[0m │ block6e_project_… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block6_3_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │    \u001b[38;5;34m263,168\u001b[0m │ conv4_block6_2_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6e_drop        │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m208\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ block6e_project_… │\n│ (\u001b[38;5;33mDropout\u001b[0m)           │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block6_3_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │      \u001b[38;5;34m4,096\u001b[0m │ conv4_block6_3_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6e_add (\u001b[38;5;33mAdd\u001b[0m)   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m208\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ block6e_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m…\u001b[0m │\n│                     │                   │            │ block6d_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block6_add    │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block5_out… │\n│ (\u001b[38;5;33mAdd\u001b[0m)               │ \u001b[38;5;34m1024\u001b[0m)             │            │ conv4_block6_3_b… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block7a_expand_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m,      │    \u001b[38;5;34m259,584\u001b[0m │ block6e_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m1248\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block6_out    │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block6_add… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block7a_expand_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m,      │      \u001b[38;5;34m4,992\u001b[0m │ block7a_expand_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m1248\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block1_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m512\u001b[0m) │    \u001b[38;5;34m524,800\u001b[0m │ conv4_block6_out… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block7a_expand_act… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m,      │          \u001b[38;5;34m0\u001b[0m │ block7a_expand_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m1248\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block1_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m512\u001b[0m) │      \u001b[38;5;34m2,048\u001b[0m │ conv5_block1_1_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block7a_dwconv      │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m,      │     \u001b[38;5;34m11,232\u001b[0m │ block7a_expand_a… │\n│ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m)   │ \u001b[38;5;34m1248\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block1_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m512\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block1_1_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block7a_bn          │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m,      │      \u001b[38;5;34m4,992\u001b[0m │ block7a_dwconv[\u001b[38;5;34m0\u001b[0m… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m1248\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block1_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m512\u001b[0m) │  \u001b[38;5;34m2,359,808\u001b[0m │ conv5_block1_1_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block7a_activation  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m,      │          \u001b[38;5;34m0\u001b[0m │ block7a_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]  │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m1248\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block1_2_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m512\u001b[0m) │      \u001b[38;5;34m2,048\u001b[0m │ conv5_block1_2_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block7a_se_squeeze  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1248\u001b[0m)      │          \u001b[38;5;34m0\u001b[0m │ block7a_activati… │\n│ (\u001b[38;5;33mGlobalAveragePool…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block1_2_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m512\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block1_2_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block7a_se_reshape  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m,      │          \u001b[38;5;34m0\u001b[0m │ block7a_se_squee… │\n│ (\u001b[38;5;33mReshape\u001b[0m)           │ \u001b[38;5;34m1248\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block1_0_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m,      │  \u001b[38;5;34m2,099,200\u001b[0m │ conv4_block6_out… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m2048\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block1_3_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m,      │  \u001b[38;5;34m1,050,624\u001b[0m │ conv5_block1_2_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m2048\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block7a_se_reduce   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m52\u001b[0m)  │     \u001b[38;5;34m64,948\u001b[0m │ block7a_se_resha… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block1_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m,      │      \u001b[38;5;34m8,192\u001b[0m │ conv5_block1_0_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m2048\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block1_3_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m,      │      \u001b[38;5;34m8,192\u001b[0m │ conv5_block1_3_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m2048\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block7a_se_expand   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m,      │     \u001b[38;5;34m66,144\u001b[0m │ block7a_se_reduc… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m1248\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block1_add    │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m,      │          \u001b[38;5;34m0\u001b[0m │ conv5_block1_0_b… │\n│ (\u001b[38;5;33mAdd\u001b[0m)               │ \u001b[38;5;34m2048\u001b[0m)             │            │ conv5_block1_3_b… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block7a_se_excite   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m,      │          \u001b[38;5;34m0\u001b[0m │ block7a_activati… │\n│ (\u001b[38;5;33mMultiply\u001b[0m)          │ \u001b[38;5;34m1248\u001b[0m)             │            │ block7a_se_expan… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block1_out    │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m,      │          \u001b[38;5;34m0\u001b[0m │ conv5_block1_add… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m2048\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block7a_project_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m352\u001b[0m) │    \u001b[38;5;34m439,296\u001b[0m │ block7a_se_excit… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block2_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m512\u001b[0m) │  \u001b[38;5;34m1,049,088\u001b[0m │ conv5_block1_out… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block7a_project_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m352\u001b[0m) │      \u001b[38;5;34m1,408\u001b[0m │ block7a_project_… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block2_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m512\u001b[0m) │      \u001b[38;5;34m2,048\u001b[0m │ conv5_block2_1_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block7b_expand_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m,      │    \u001b[38;5;34m743,424\u001b[0m │ block7a_project_… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m2112\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block2_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m512\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block2_1_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block7b_expand_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m,      │      \u001b[38;5;34m8,448\u001b[0m │ block7b_expand_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m2112\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block2_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m512\u001b[0m) │  \u001b[38;5;34m2,359,808\u001b[0m │ conv5_block2_1_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block7b_expand_act… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m,      │          \u001b[38;5;34m0\u001b[0m │ block7b_expand_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m2112\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block2_2_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m512\u001b[0m) │      \u001b[38;5;34m2,048\u001b[0m │ conv5_block2_2_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block7b_dwconv      │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m,      │     \u001b[38;5;34m19,008\u001b[0m │ block7b_expand_a… │\n│ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m)   │ \u001b[38;5;34m2112\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block2_2_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m512\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block2_2_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block7b_bn          │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m,      │      \u001b[38;5;34m8,448\u001b[0m │ block7b_dwconv[\u001b[38;5;34m0\u001b[0m… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m2112\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block2_3_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m,      │  \u001b[38;5;34m1,050,624\u001b[0m │ conv5_block2_2_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m2048\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block7b_activation  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m,      │          \u001b[38;5;34m0\u001b[0m │ block7b_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]  │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m2112\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block2_3_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m,      │      \u001b[38;5;34m8,192\u001b[0m │ conv5_block2_3_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m2048\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block7b_se_squeeze  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m2112\u001b[0m)      │          \u001b[38;5;34m0\u001b[0m │ block7b_activati… │\n│ (\u001b[38;5;33mGlobalAveragePool…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block2_add    │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m,      │          \u001b[38;5;34m0\u001b[0m │ conv5_block1_out… │\n│ (\u001b[38;5;33mAdd\u001b[0m)               │ \u001b[38;5;34m2048\u001b[0m)             │            │ conv5_block2_3_b… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block7b_se_reshape  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m,      │          \u001b[38;5;34m0\u001b[0m │ block7b_se_squee… │\n│ (\u001b[38;5;33mReshape\u001b[0m)           │ \u001b[38;5;34m2112\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block2_out    │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m,      │          \u001b[38;5;34m0\u001b[0m │ conv5_block2_add… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m2048\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block7b_se_reduce   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m88\u001b[0m)  │    \u001b[38;5;34m185,944\u001b[0m │ block7b_se_resha… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block3_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m512\u001b[0m) │  \u001b[38;5;34m1,049,088\u001b[0m │ conv5_block2_out… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block7b_se_expand   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m,      │    \u001b[38;5;34m187,968\u001b[0m │ block7b_se_reduc… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m2112\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block3_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m512\u001b[0m) │      \u001b[38;5;34m2,048\u001b[0m │ conv5_block3_1_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block7b_se_excite   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m,      │          \u001b[38;5;34m0\u001b[0m │ block7b_activati… │\n│ (\u001b[38;5;33mMultiply\u001b[0m)          │ \u001b[38;5;34m2112\u001b[0m)             │            │ block7b_se_expan… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block3_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m512\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block3_1_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block7b_project_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m352\u001b[0m) │    \u001b[38;5;34m743,424\u001b[0m │ block7b_se_excit… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block3_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m512\u001b[0m) │  \u001b[38;5;34m2,359,808\u001b[0m │ conv5_block3_1_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block7b_project_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m352\u001b[0m) │      \u001b[38;5;34m1,408\u001b[0m │ block7b_project_… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block3_2_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m512\u001b[0m) │      \u001b[38;5;34m2,048\u001b[0m │ conv5_block3_2_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block7b_drop        │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m352\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ block7b_project_… │\n│ (\u001b[38;5;33mDropout\u001b[0m)           │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block3_2_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m512\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block3_2_b… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block7b_add (\u001b[38;5;33mAdd\u001b[0m)   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m352\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ block7b_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m…\u001b[0m │\n│                     │                   │            │ block7a_project_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block3_3_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m,      │  \u001b[38;5;34m1,050,624\u001b[0m │ conv5_block3_2_r… │\n│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m2048\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ top_conv (\u001b[38;5;33mConv2D\u001b[0m)   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m,      │    \u001b[38;5;34m495,616\u001b[0m │ block7b_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n│                     │ \u001b[38;5;34m1408\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block3_3_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m,      │      \u001b[38;5;34m8,192\u001b[0m │ conv5_block3_3_c… │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m2048\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ top_bn              │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m,      │      \u001b[38;5;34m5,632\u001b[0m │ top_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]    │\n│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m1408\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block3_add    │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m,      │          \u001b[38;5;34m0\u001b[0m │ conv5_block2_out… │\n│ (\u001b[38;5;33mAdd\u001b[0m)               │ \u001b[38;5;34m2048\u001b[0m)             │            │ conv5_block3_3_b… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ top_activation      │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m,      │          \u001b[38;5;34m0\u001b[0m │ top_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]      │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m1408\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block3_out    │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m,      │          \u001b[38;5;34m0\u001b[0m │ conv5_block3_add… │\n│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m2048\u001b[0m)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ global_average_poo… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1408\u001b[0m)      │          \u001b[38;5;34m0\u001b[0m │ top_activation[\u001b[38;5;34m0\u001b[0m… │\n│ (\u001b[38;5;33mGlobalAveragePool…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ global_average_poo… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m2048\u001b[0m)      │          \u001b[38;5;34m0\u001b[0m │ conv5_block3_out… │\n│ (\u001b[38;5;33mGlobalAveragePool…\u001b[0m │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ concatenate         │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m3456\u001b[0m)      │          \u001b[38;5;34m0\u001b[0m │ global_average_p… │\n│ (\u001b[38;5;33mConcatenate\u001b[0m)       │                   │            │ global_average_p… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ dense (\u001b[38;5;33mDense\u001b[0m)       │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m256\u001b[0m)       │    \u001b[38;5;34m884,992\u001b[0m │ concatenate[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ dropout (\u001b[38;5;33mDropout\u001b[0m)   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m256\u001b[0m)       │          \u001b[38;5;34m0\u001b[0m │ dense[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]       │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ dense_1 (\u001b[38;5;33mDense\u001b[0m)     │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m4\u001b[0m)         │      \u001b[38;5;34m1,028\u001b[0m │ dropout[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]     │\n└─────────────────────┴───────────────────┴────────────┴───────────────────┘\n","text/html":"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">┏━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┓\n┃<span style=\"font-weight: bold\"> Layer (type)        </span>┃<span style=\"font-weight: bold\"> Output Shape      </span>┃<span style=\"font-weight: bold\">    Param # </span>┃<span style=\"font-weight: bold\"> Connected to      </span>┃\n┡━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━┩\n│ input_layer_1       │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>,  │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ -                 │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">InputLayer</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">3</span>)                │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ rescaling_2         │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>,  │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ input_layer_1[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Rescaling</span>)         │ <span style=\"color: #00af00; text-decoration-color: #00af00\">3</span>)                │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ normalization_1     │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>,  │          <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span> │ rescaling_2[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>] │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Normalization</span>)     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">3</span>)                │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ stem_conv_pad       │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">257</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">257</span>,  │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ normalization_1[<span style=\"color: #00af00; text-decoration-color: #00af00\">…</span> │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">ZeroPadding2D</span>)     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">3</span>)                │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ stem_conv (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>,  │        <span style=\"color: #00af00; text-decoration-color: #00af00\">864</span> │ stem_conv_pad[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]… │\n│                     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ stem_bn             │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>,  │        <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span> │ stem_conv[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]   │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ stem_activation     │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>,  │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ stem_bn[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]     │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block1a_dwconv      │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>,  │        <span style=\"color: #00af00; text-decoration-color: #00af00\">288</span> │ stem_activation[<span style=\"color: #00af00; text-decoration-color: #00af00\">…</span> │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">DepthwiseConv2D</span>)   │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block1a_bn          │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>,  │        <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span> │ block1a_dwconv[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block1a_activation  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>,  │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block1a_bn[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]  │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block1a_se_squeeze  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)        │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block1a_activati… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">GlobalAveragePool…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block1a_se_reshape  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)  │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block1a_se_squee… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Reshape</span>)           │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block1a_se_reduce   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>)   │        <span style=\"color: #00af00; text-decoration-color: #00af00\">264</span> │ block1a_se_resha… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block1a_se_expand   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)  │        <span style=\"color: #00af00; text-decoration-color: #00af00\">288</span> │ block1a_se_reduc… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block1a_se_excite   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>,  │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block1a_activati… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Multiply</span>)          │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │ block1a_se_expan… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block1a_project_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>,  │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ block1a_se_excit… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block1a_project_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>,  │         <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span> │ block1a_project_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block1b_dwconv      │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>,  │        <span style=\"color: #00af00; text-decoration-color: #00af00\">144</span> │ block1a_project_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">DepthwiseConv2D</span>)   │ <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block1b_bn          │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>,  │         <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span> │ block1b_dwconv[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block1b_activation  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>,  │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block1b_bn[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]  │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block1b_se_squeeze  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>)        │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block1b_activati… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">GlobalAveragePool…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block1b_se_reshape  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>)  │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block1b_se_squee… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Reshape</span>)           │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block1b_se_reduce   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">4</span>)   │         <span style=\"color: #00af00; text-decoration-color: #00af00\">68</span> │ block1b_se_resha… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block1b_se_expand   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>)  │         <span style=\"color: #00af00; text-decoration-color: #00af00\">80</span> │ block1b_se_reduc… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block1b_se_excite   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>,  │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block1b_activati… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Multiply</span>)          │ <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>)               │            │ block1b_se_expan… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block1b_project_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>,  │        <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span> │ block1b_se_excit… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block1b_project_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>,  │         <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span> │ block1b_project_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block1b_drop        │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>,  │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block1b_project_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dropout</span>)           │ <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block1b_add (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>,  │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block1b_drop[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">…</span> │\n│                     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>)               │            │ block1a_project_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2a_expand_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>,  │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,536</span> │ block1b_add[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>] │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">96</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2a_expand_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>,  │        <span style=\"color: #00af00; text-decoration-color: #00af00\">384</span> │ block2a_expand_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">96</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2a_expand_act… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>,  │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block2a_expand_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">96</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2a_dwconv_pad  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">129</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">129</span>,  │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block2a_expand_a… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">ZeroPadding2D</span>)     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">96</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2a_dwconv      │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">864</span> │ block2a_dwconv_p… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">DepthwiseConv2D</span>)   │ <span style=\"color: #00af00; text-decoration-color: #00af00\">96</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2a_bn          │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">384</span> │ block2a_dwconv[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">96</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2a_activation  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block2a_bn[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]  │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">96</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2a_se_squeeze  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">96</span>)        │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block2a_activati… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">GlobalAveragePool…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2a_se_reshape  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">96</span>)  │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block2a_se_squee… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Reshape</span>)           │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2a_se_reduce   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">4</span>)   │        <span style=\"color: #00af00; text-decoration-color: #00af00\">388</span> │ block2a_se_resha… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2a_se_expand   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">96</span>)  │        <span style=\"color: #00af00; text-decoration-color: #00af00\">480</span> │ block2a_se_reduc… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2a_se_excite   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block2a_activati… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Multiply</span>)          │ <span style=\"color: #00af00; text-decoration-color: #00af00\">96</span>)               │            │ block2a_se_expan… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2a_project_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,304</span> │ block2a_se_excit… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">24</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2a_project_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>,    │         <span style=\"color: #00af00; text-decoration-color: #00af00\">96</span> │ block2a_project_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">24</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2b_expand_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">3,456</span> │ block2a_project_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">144</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2b_expand_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">576</span> │ block2b_expand_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">144</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2b_expand_act… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block2b_expand_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">144</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2b_dwconv      │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,296</span> │ block2b_expand_a… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">DepthwiseConv2D</span>)   │ <span style=\"color: #00af00; text-decoration-color: #00af00\">144</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2b_bn          │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">576</span> │ block2b_dwconv[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">144</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2b_activation  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block2b_bn[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]  │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">144</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2b_se_squeeze  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">144</span>)       │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block2b_activati… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">GlobalAveragePool…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2b_se_reshape  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">144</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block2b_se_squee… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Reshape</span>)           │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2b_se_reduce   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">6</span>)   │        <span style=\"color: #00af00; text-decoration-color: #00af00\">870</span> │ block2b_se_resha… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2b_se_expand   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">144</span>) │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,008</span> │ block2b_se_reduc… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2b_se_excite   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block2b_activati… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Multiply</span>)          │ <span style=\"color: #00af00; text-decoration-color: #00af00\">144</span>)              │            │ block2b_se_expan… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2b_project_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">3,456</span> │ block2b_se_excit… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">24</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2b_project_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>,    │         <span style=\"color: #00af00; text-decoration-color: #00af00\">96</span> │ block2b_project_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">24</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2b_drop        │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block2b_project_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dropout</span>)           │ <span style=\"color: #00af00; text-decoration-color: #00af00\">24</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2b_add (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block2b_drop[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">…</span> │\n│                     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">24</span>)               │            │ block2a_project_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2c_expand_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">3,456</span> │ block2b_add[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>] │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">144</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2c_expand_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">576</span> │ block2c_expand_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">144</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2c_expand_act… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block2c_expand_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">144</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2c_dwconv      │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,296</span> │ block2c_expand_a… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">DepthwiseConv2D</span>)   │ <span style=\"color: #00af00; text-decoration-color: #00af00\">144</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2c_bn          │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">576</span> │ block2c_dwconv[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">144</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2c_activation  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block2c_bn[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]  │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">144</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2c_se_squeeze  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">144</span>)       │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block2c_activati… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">GlobalAveragePool…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2c_se_reshape  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">144</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block2c_se_squee… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Reshape</span>)           │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2c_se_reduce   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">6</span>)   │        <span style=\"color: #00af00; text-decoration-color: #00af00\">870</span> │ block2c_se_resha… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2c_se_expand   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">144</span>) │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,008</span> │ block2c_se_reduc… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2c_se_excite   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block2c_activati… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Multiply</span>)          │ <span style=\"color: #00af00; text-decoration-color: #00af00\">144</span>)              │            │ block2c_se_expan… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2c_project_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">3,456</span> │ block2c_se_excit… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">24</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2c_project_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>,    │         <span style=\"color: #00af00; text-decoration-color: #00af00\">96</span> │ block2c_project_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">24</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2c_drop        │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block2c_project_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dropout</span>)           │ <span style=\"color: #00af00; text-decoration-color: #00af00\">24</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block2c_add (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block2c_drop[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">…</span> │\n│                     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">24</span>)               │            │ block2b_add[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>] │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3a_expand_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">3,456</span> │ block2c_add[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>] │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">144</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3a_expand_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">576</span> │ block3a_expand_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">144</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3a_expand_act… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block3a_expand_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">144</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3a_dwconv_pad  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">67</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">67</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block3a_expand_a… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">ZeroPadding2D</span>)     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">144</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3a_dwconv      │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">3,600</span> │ block3a_dwconv_p… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">DepthwiseConv2D</span>)   │ <span style=\"color: #00af00; text-decoration-color: #00af00\">144</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3a_bn          │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">576</span> │ block3a_dwconv[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">144</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3a_activation  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block3a_bn[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]  │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">144</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3a_se_squeeze  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">144</span>)       │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block3a_activati… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">GlobalAveragePool…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3a_se_reshape  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">144</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block3a_se_squee… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Reshape</span>)           │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3a_se_reduce   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">6</span>)   │        <span style=\"color: #00af00; text-decoration-color: #00af00\">870</span> │ block3a_se_resha… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3a_se_expand   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">144</span>) │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,008</span> │ block3a_se_reduc… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3a_se_excite   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block3a_activati… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Multiply</span>)          │ <span style=\"color: #00af00; text-decoration-color: #00af00\">144</span>)              │            │ block3a_se_expan… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3a_project_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">6,912</span> │ block3a_se_excit… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">48</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3a_project_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">192</span> │ block3a_project_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">48</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3b_expand_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">13,824</span> │ block3a_project_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">288</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3b_expand_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,152</span> │ block3b_expand_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">288</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3b_expand_act… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block3b_expand_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">288</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3b_dwconv      │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">7,200</span> │ block3b_expand_a… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">DepthwiseConv2D</span>)   │ <span style=\"color: #00af00; text-decoration-color: #00af00\">288</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3b_bn          │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,152</span> │ block3b_dwconv[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">288</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3b_activation  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block3b_bn[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]  │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">288</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3b_se_squeeze  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">288</span>)       │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block3b_activati… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">GlobalAveragePool…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3b_se_reshape  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">288</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block3b_se_squee… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Reshape</span>)           │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3b_se_reduce   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">12</span>)  │      <span style=\"color: #00af00; text-decoration-color: #00af00\">3,468</span> │ block3b_se_resha… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3b_se_expand   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">288</span>) │      <span style=\"color: #00af00; text-decoration-color: #00af00\">3,744</span> │ block3b_se_reduc… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3b_se_excite   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block3b_activati… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Multiply</span>)          │ <span style=\"color: #00af00; text-decoration-color: #00af00\">288</span>)              │            │ block3b_se_expan… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3b_project_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">13,824</span> │ block3b_se_excit… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">48</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3b_project_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">192</span> │ block3b_project_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">48</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3b_drop        │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block3b_project_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dropout</span>)           │ <span style=\"color: #00af00; text-decoration-color: #00af00\">48</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3b_add (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block3b_drop[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">…</span> │\n│                     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">48</span>)               │            │ block3a_project_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3c_expand_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">13,824</span> │ block3b_add[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>] │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">288</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3c_expand_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,152</span> │ block3c_expand_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">288</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3c_expand_act… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block3c_expand_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">288</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3c_dwconv      │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">7,200</span> │ block3c_expand_a… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">DepthwiseConv2D</span>)   │ <span style=\"color: #00af00; text-decoration-color: #00af00\">288</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3c_bn          │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,152</span> │ block3c_dwconv[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">288</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3c_activation  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block3c_bn[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]  │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">288</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3c_se_squeeze  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">288</span>)       │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block3c_activati… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">GlobalAveragePool…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3c_se_reshape  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">288</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block3c_se_squee… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Reshape</span>)           │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3c_se_reduce   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">12</span>)  │      <span style=\"color: #00af00; text-decoration-color: #00af00\">3,468</span> │ block3c_se_resha… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3c_se_expand   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">288</span>) │      <span style=\"color: #00af00; text-decoration-color: #00af00\">3,744</span> │ block3c_se_reduc… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3c_se_excite   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block3c_activati… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Multiply</span>)          │ <span style=\"color: #00af00; text-decoration-color: #00af00\">288</span>)              │            │ block3c_se_expan… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3c_project_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">13,824</span> │ block3c_se_excit… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">48</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3c_project_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">192</span> │ block3c_project_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">48</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3c_drop        │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block3c_project_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dropout</span>)           │ <span style=\"color: #00af00; text-decoration-color: #00af00\">48</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block3c_add (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block3c_drop[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">…</span> │\n│                     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">48</span>)               │            │ block3b_add[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>] │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4a_expand_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">13,824</span> │ block3c_add[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>] │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">288</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4a_expand_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,152</span> │ block4a_expand_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">288</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4a_expand_act… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block4a_expand_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">288</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4a_dwconv_pad  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">33</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">33</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block4a_expand_a… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">ZeroPadding2D</span>)     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">288</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4a_dwconv      │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,592</span> │ block4a_dwconv_p… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">DepthwiseConv2D</span>)   │ <span style=\"color: #00af00; text-decoration-color: #00af00\">288</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4a_bn          │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,152</span> │ block4a_dwconv[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">288</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4a_activation  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block4a_bn[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]  │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">288</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4a_se_squeeze  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">288</span>)       │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block4a_activati… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">GlobalAveragePool…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4a_se_reshape  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">288</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block4a_se_squee… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Reshape</span>)           │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4a_se_reduce   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">12</span>)  │      <span style=\"color: #00af00; text-decoration-color: #00af00\">3,468</span> │ block4a_se_resha… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4a_se_expand   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">288</span>) │      <span style=\"color: #00af00; text-decoration-color: #00af00\">3,744</span> │ block4a_se_reduc… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4a_se_excite   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block4a_activati… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Multiply</span>)          │ <span style=\"color: #00af00; text-decoration-color: #00af00\">288</span>)              │            │ block4a_se_expan… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4a_project_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">25,344</span> │ block4a_se_excit… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">88</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4a_project_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">352</span> │ block4a_project_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">88</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4b_expand_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">46,464</span> │ block4a_project_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">528</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4b_expand_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,112</span> │ block4b_expand_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">528</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4b_expand_act… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block4b_expand_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">528</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4b_dwconv      │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">4,752</span> │ block4b_expand_a… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">DepthwiseConv2D</span>)   │ <span style=\"color: #00af00; text-decoration-color: #00af00\">528</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4b_bn          │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,112</span> │ block4b_dwconv[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">528</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4b_activation  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block4b_bn[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]  │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">528</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4b_se_squeeze  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">528</span>)       │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block4b_activati… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">GlobalAveragePool…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4b_se_reshape  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">528</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block4b_se_squee… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Reshape</span>)           │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4b_se_reduce   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">22</span>)  │     <span style=\"color: #00af00; text-decoration-color: #00af00\">11,638</span> │ block4b_se_resha… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4b_se_expand   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">528</span>) │     <span style=\"color: #00af00; text-decoration-color: #00af00\">12,144</span> │ block4b_se_reduc… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4b_se_excite   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block4b_activati… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Multiply</span>)          │ <span style=\"color: #00af00; text-decoration-color: #00af00\">528</span>)              │            │ block4b_se_expan… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4b_project_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">46,464</span> │ block4b_se_excit… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">88</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4b_project_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">352</span> │ block4b_project_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">88</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4b_drop        │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block4b_project_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dropout</span>)           │ <span style=\"color: #00af00; text-decoration-color: #00af00\">88</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4b_add (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block4b_drop[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">…</span> │\n│                     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">88</span>)               │            │ block4a_project_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4c_expand_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">46,464</span> │ block4b_add[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>] │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">528</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4c_expand_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,112</span> │ block4c_expand_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">528</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4c_expand_act… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block4c_expand_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">528</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4c_dwconv      │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">4,752</span> │ block4c_expand_a… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">DepthwiseConv2D</span>)   │ <span style=\"color: #00af00; text-decoration-color: #00af00\">528</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4c_bn          │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,112</span> │ block4c_dwconv[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">528</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4c_activation  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block4c_bn[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]  │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">528</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4c_se_squeeze  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">528</span>)       │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block4c_activati… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">GlobalAveragePool…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4c_se_reshape  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">528</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block4c_se_squee… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Reshape</span>)           │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4c_se_reduce   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">22</span>)  │     <span style=\"color: #00af00; text-decoration-color: #00af00\">11,638</span> │ block4c_se_resha… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4c_se_expand   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">528</span>) │     <span style=\"color: #00af00; text-decoration-color: #00af00\">12,144</span> │ block4c_se_reduc… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4c_se_excite   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block4c_activati… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Multiply</span>)          │ <span style=\"color: #00af00; text-decoration-color: #00af00\">528</span>)              │            │ block4c_se_expan… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4c_project_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">46,464</span> │ block4c_se_excit… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">88</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4c_project_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">352</span> │ block4c_project_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">88</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4c_drop        │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block4c_project_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dropout</span>)           │ <span style=\"color: #00af00; text-decoration-color: #00af00\">88</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4c_add (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block4c_drop[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">…</span> │\n│                     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">88</span>)               │            │ block4b_add[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>] │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4d_expand_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">46,464</span> │ block4c_add[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>] │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">528</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4d_expand_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,112</span> │ block4d_expand_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">528</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4d_expand_act… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block4d_expand_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">528</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4d_dwconv      │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">4,752</span> │ block4d_expand_a… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">DepthwiseConv2D</span>)   │ <span style=\"color: #00af00; text-decoration-color: #00af00\">528</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4d_bn          │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,112</span> │ block4d_dwconv[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">528</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4d_activation  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block4d_bn[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]  │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">528</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4d_se_squeeze  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">528</span>)       │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block4d_activati… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">GlobalAveragePool…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4d_se_reshape  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">528</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block4d_se_squee… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Reshape</span>)           │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4d_se_reduce   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">22</span>)  │     <span style=\"color: #00af00; text-decoration-color: #00af00\">11,638</span> │ block4d_se_resha… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4d_se_expand   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">528</span>) │     <span style=\"color: #00af00; text-decoration-color: #00af00\">12,144</span> │ block4d_se_reduc… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4d_se_excite   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block4d_activati… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Multiply</span>)          │ <span style=\"color: #00af00; text-decoration-color: #00af00\">528</span>)              │            │ block4d_se_expan… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4d_project_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">46,464</span> │ block4d_se_excit… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">88</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ input_layer_2       │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>,  │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ -                 │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">InputLayer</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">3</span>)                │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4d_project_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">352</span> │ block4d_project_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">88</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv1_pad           │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">262</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">262</span>,  │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ input_layer_2[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">ZeroPadding2D</span>)     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">3</span>)                │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4d_drop        │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block4d_project_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dropout</span>)           │ <span style=\"color: #00af00; text-decoration-color: #00af00\">88</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv1_conv (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>,  │      <span style=\"color: #00af00; text-decoration-color: #00af00\">9,472</span> │ conv1_pad[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]   │\n│                     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block4d_add (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block4d_drop[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">…</span> │\n│                     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">88</span>)               │            │ block4c_add[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>] │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv1_bn            │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>,  │        <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span> │ conv1_conv[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]  │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5a_expand_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">46,464</span> │ block4d_add[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>] │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">528</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv1_relu          │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>,  │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv1_bn[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]    │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5a_expand_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,112</span> │ block5a_expand_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">528</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ pool1_pad           │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">130</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">130</span>,  │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv1_relu[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]  │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">ZeroPadding2D</span>)     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5a_expand_act… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block5a_expand_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">528</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ pool1_pool          │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ pool1_pad[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]   │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">MaxPooling2D</span>)      │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5a_dwconv      │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">13,200</span> │ block5a_expand_a… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">DepthwiseConv2D</span>)   │ <span style=\"color: #00af00; text-decoration-color: #00af00\">528</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block1_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">4,160</span> │ pool1_pool[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]  │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5a_bn          │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,112</span> │ block5a_dwconv[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">528</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block1_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span> │ conv2_block1_1_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5a_activation  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block5a_bn[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]  │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">528</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block1_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv2_block1_1_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5a_se_squeeze  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">528</span>)       │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block5a_activati… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">GlobalAveragePool…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block1_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,928</span> │ conv2_block1_1_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5a_se_reshape  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">528</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block5a_se_squee… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Reshape</span>)           │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block1_2_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span> │ conv2_block1_2_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5a_se_reduce   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">22</span>)  │     <span style=\"color: #00af00; text-decoration-color: #00af00\">11,638</span> │ block5a_se_resha… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block1_2_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv2_block1_2_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5a_se_expand   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">528</span>) │     <span style=\"color: #00af00; text-decoration-color: #00af00\">12,144</span> │ block5a_se_reduc… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block1_0_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">16,640</span> │ pool1_pool[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]  │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block1_3_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">16,640</span> │ conv2_block1_2_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5a_se_excite   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block5a_activati… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Multiply</span>)          │ <span style=\"color: #00af00; text-decoration-color: #00af00\">528</span>)              │            │ block5a_se_expan… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block1_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,024</span> │ conv2_block1_0_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block1_3_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,024</span> │ conv2_block1_3_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5a_project_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">63,360</span> │ block5a_se_excit… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">120</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block1_add    │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv2_block1_0_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)               │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │ conv2_block1_3_b… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5a_project_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">480</span> │ block5a_project_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">120</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block1_out    │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv2_block1_add… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5b_expand_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">86,400</span> │ block5a_project_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">720</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block2_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">16,448</span> │ conv2_block1_out… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5b_expand_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,880</span> │ block5b_expand_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">720</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block2_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span> │ conv2_block2_1_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5b_expand_act… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block5b_expand_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">720</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block2_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv2_block2_1_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5b_dwconv      │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">18,000</span> │ block5b_expand_a… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">DepthwiseConv2D</span>)   │ <span style=\"color: #00af00; text-decoration-color: #00af00\">720</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block2_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,928</span> │ conv2_block2_1_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5b_bn          │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,880</span> │ block5b_dwconv[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">720</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block2_2_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span> │ conv2_block2_2_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5b_activation  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block5b_bn[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]  │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">720</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block2_2_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv2_block2_2_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5b_se_squeeze  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">720</span>)       │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block5b_activati… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">GlobalAveragePool…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block2_3_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">16,640</span> │ conv2_block2_2_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5b_se_reshape  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">720</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block5b_se_squee… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Reshape</span>)           │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block2_3_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,024</span> │ conv2_block2_3_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5b_se_reduce   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">30</span>)  │     <span style=\"color: #00af00; text-decoration-color: #00af00\">21,630</span> │ block5b_se_resha… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block2_add    │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv2_block1_out… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)               │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │ conv2_block2_3_b… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5b_se_expand   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">720</span>) │     <span style=\"color: #00af00; text-decoration-color: #00af00\">22,320</span> │ block5b_se_reduc… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block2_out    │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv2_block2_add… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5b_se_excite   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block5b_activati… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Multiply</span>)          │ <span style=\"color: #00af00; text-decoration-color: #00af00\">720</span>)              │            │ block5b_se_expan… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block3_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">16,448</span> │ conv2_block2_out… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5b_project_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">86,400</span> │ block5b_se_excit… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">120</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block3_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span> │ conv2_block3_1_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5b_project_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">480</span> │ block5b_project_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">120</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block3_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv2_block3_1_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5b_drop        │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block5b_project_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dropout</span>)           │ <span style=\"color: #00af00; text-decoration-color: #00af00\">120</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block3_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,928</span> │ conv2_block3_1_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5b_add (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block5b_drop[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">…</span> │\n│                     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">120</span>)              │            │ block5a_project_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block3_2_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span> │ conv2_block3_2_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5c_expand_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">86,400</span> │ block5b_add[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>] │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">720</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block3_2_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv2_block3_2_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5c_expand_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,880</span> │ block5c_expand_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">720</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block3_3_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">16,640</span> │ conv2_block3_2_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5c_expand_act… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block5c_expand_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">720</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block3_3_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,024</span> │ conv2_block3_3_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5c_dwconv      │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">18,000</span> │ block5c_expand_a… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">DepthwiseConv2D</span>)   │ <span style=\"color: #00af00; text-decoration-color: #00af00\">720</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block3_add    │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv2_block2_out… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)               │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │ conv2_block3_3_b… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5c_bn          │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,880</span> │ block5c_dwconv[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">720</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv2_block3_out    │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv2_block3_add… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5c_activation  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block5c_bn[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]  │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">720</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block1_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">32,896</span> │ conv2_block3_out… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5c_se_squeeze  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">720</span>)       │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block5c_activati… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">GlobalAveragePool…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block1_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv3_block1_1_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5c_se_reshape  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">720</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block5c_se_squee… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Reshape</span>)           │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block1_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block1_1_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5c_se_reduce   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">30</span>)  │     <span style=\"color: #00af00; text-decoration-color: #00af00\">21,630</span> │ block5c_se_resha… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block1_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>,    │    <span style=\"color: #00af00; text-decoration-color: #00af00\">147,584</span> │ conv3_block1_1_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5c_se_expand   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">720</span>) │     <span style=\"color: #00af00; text-decoration-color: #00af00\">22,320</span> │ block5c_se_reduc… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block1_2_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv3_block1_2_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5c_se_excite   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block5c_activati… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Multiply</span>)          │ <span style=\"color: #00af00; text-decoration-color: #00af00\">720</span>)              │            │ block5c_se_expan… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block1_2_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block1_2_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5c_project_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">86,400</span> │ block5c_se_excit… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">120</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block1_0_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>,    │    <span style=\"color: #00af00; text-decoration-color: #00af00\">131,584</span> │ conv2_block3_out… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block1_3_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">66,048</span> │ conv3_block1_2_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5c_project_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">480</span> │ block5c_project_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">120</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block1_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,048</span> │ conv3_block1_0_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block1_3_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,048</span> │ conv3_block1_3_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5c_drop        │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block5c_project_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dropout</span>)           │ <span style=\"color: #00af00; text-decoration-color: #00af00\">120</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block1_add    │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block1_0_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)               │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │ conv3_block1_3_b… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5c_add (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block5c_drop[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">…</span> │\n│                     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">120</span>)              │            │ block5b_add[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>] │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block1_out    │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block1_add… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5d_expand_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">86,400</span> │ block5c_add[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>] │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">720</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block2_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">65,664</span> │ conv3_block1_out… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5d_expand_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,880</span> │ block5d_expand_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">720</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block2_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv3_block2_1_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5d_expand_act… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block5d_expand_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">720</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block2_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block2_1_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5d_dwconv      │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">18,000</span> │ block5d_expand_a… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">DepthwiseConv2D</span>)   │ <span style=\"color: #00af00; text-decoration-color: #00af00\">720</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block2_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>,    │    <span style=\"color: #00af00; text-decoration-color: #00af00\">147,584</span> │ conv3_block2_1_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5d_bn          │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,880</span> │ block5d_dwconv[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">720</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block2_2_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv3_block2_2_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5d_activation  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block5d_bn[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]  │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">720</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block2_2_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block2_2_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5d_se_squeeze  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">720</span>)       │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block5d_activati… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">GlobalAveragePool…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block2_3_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">66,048</span> │ conv3_block2_2_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5d_se_reshape  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">720</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block5d_se_squee… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Reshape</span>)           │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block2_3_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,048</span> │ conv3_block2_3_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5d_se_reduce   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">30</span>)  │     <span style=\"color: #00af00; text-decoration-color: #00af00\">21,630</span> │ block5d_se_resha… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block2_add    │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block1_out… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)               │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │ conv3_block2_3_b… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5d_se_expand   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">720</span>) │     <span style=\"color: #00af00; text-decoration-color: #00af00\">22,320</span> │ block5d_se_reduc… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block2_out    │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block2_add… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5d_se_excite   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block5d_activati… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Multiply</span>)          │ <span style=\"color: #00af00; text-decoration-color: #00af00\">720</span>)              │            │ block5d_se_expan… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block3_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">65,664</span> │ conv3_block2_out… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5d_project_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">86,400</span> │ block5d_se_excit… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">120</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block3_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv3_block3_1_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5d_project_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">480</span> │ block5d_project_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">120</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block3_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block3_1_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5d_drop        │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block5d_project_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dropout</span>)           │ <span style=\"color: #00af00; text-decoration-color: #00af00\">120</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block3_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>,    │    <span style=\"color: #00af00; text-decoration-color: #00af00\">147,584</span> │ conv3_block3_1_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block5d_add (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block5d_drop[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">…</span> │\n│                     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">120</span>)              │            │ block5c_add[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>] │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block3_2_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv3_block3_2_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6a_expand_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">86,400</span> │ block5d_add[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>] │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">720</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block3_2_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block3_2_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6a_expand_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,880</span> │ block6a_expand_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">720</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block3_3_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">66,048</span> │ conv3_block3_2_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6a_expand_act… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block6a_expand_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">720</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block3_3_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,048</span> │ conv3_block3_3_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6a_dwconv_pad  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">19</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">19</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block6a_expand_a… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">ZeroPadding2D</span>)     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">720</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block3_add    │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block2_out… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)               │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │ conv3_block3_3_b… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6a_dwconv      │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">720</span>) │     <span style=\"color: #00af00; text-decoration-color: #00af00\">18,000</span> │ block6a_dwconv_p… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">DepthwiseConv2D</span>)   │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block3_out    │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block3_add… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6a_bn          │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">720</span>) │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,880</span> │ block6a_dwconv[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block4_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">65,664</span> │ conv3_block3_out… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6a_activation  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">720</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block6a_bn[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]  │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block4_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv3_block4_1_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6a_se_squeeze  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">720</span>)       │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block6a_activati… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">GlobalAveragePool…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block4_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block4_1_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6a_se_reshape  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">720</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block6a_se_squee… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Reshape</span>)           │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block4_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>,    │    <span style=\"color: #00af00; text-decoration-color: #00af00\">147,584</span> │ conv3_block4_1_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6a_se_reduce   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">30</span>)  │     <span style=\"color: #00af00; text-decoration-color: #00af00\">21,630</span> │ block6a_se_resha… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block4_2_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv3_block4_2_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6a_se_expand   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">720</span>) │     <span style=\"color: #00af00; text-decoration-color: #00af00\">22,320</span> │ block6a_se_reduc… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block4_2_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block4_2_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6a_se_excite   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">720</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block6a_activati… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Multiply</span>)          │                   │            │ block6a_se_expan… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block4_3_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">66,048</span> │ conv3_block4_2_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6a_project_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">208</span>) │    <span style=\"color: #00af00; text-decoration-color: #00af00\">149,760</span> │ block6a_se_excit… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block4_3_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,048</span> │ conv3_block4_3_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6a_project_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">208</span>) │        <span style=\"color: #00af00; text-decoration-color: #00af00\">832</span> │ block6a_project_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block4_add    │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block3_out… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)               │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │ conv3_block4_3_b… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6b_expand_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>,      │    <span style=\"color: #00af00; text-decoration-color: #00af00\">259,584</span> │ block6a_project_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1248</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv3_block4_out    │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block4_add… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6b_expand_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>,      │      <span style=\"color: #00af00; text-decoration-color: #00af00\">4,992</span> │ block6b_expand_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1248</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block1_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │    <span style=\"color: #00af00; text-decoration-color: #00af00\">131,328</span> │ conv3_block4_out… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6b_expand_act… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>,      │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block6b_expand_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1248</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block1_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,024</span> │ conv4_block1_1_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6b_dwconv      │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>,      │     <span style=\"color: #00af00; text-decoration-color: #00af00\">31,200</span> │ block6b_expand_a… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">DepthwiseConv2D</span>)   │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1248</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block1_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block1_1_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6b_bn          │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>,      │      <span style=\"color: #00af00; text-decoration-color: #00af00\">4,992</span> │ block6b_dwconv[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1248</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block1_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │    <span style=\"color: #00af00; text-decoration-color: #00af00\">590,080</span> │ conv4_block1_1_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6b_activation  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>,      │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block6b_bn[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]  │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1248</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block1_2_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,024</span> │ conv4_block1_2_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6b_se_squeeze  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1248</span>)      │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block6b_activati… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">GlobalAveragePool…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block1_2_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block1_2_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6b_se_reshape  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>,      │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block6b_se_squee… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Reshape</span>)           │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1248</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block1_0_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │    <span style=\"color: #00af00; text-decoration-color: #00af00\">525,312</span> │ conv3_block4_out… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block1_3_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │    <span style=\"color: #00af00; text-decoration-color: #00af00\">263,168</span> │ conv4_block1_2_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6b_se_reduce   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">52</span>)  │     <span style=\"color: #00af00; text-decoration-color: #00af00\">64,948</span> │ block6b_se_resha… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block1_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">4,096</span> │ conv4_block1_0_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block1_3_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">4,096</span> │ conv4_block1_3_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6b_se_expand   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>,      │     <span style=\"color: #00af00; text-decoration-color: #00af00\">66,144</span> │ block6b_se_reduc… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1248</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block1_add    │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block1_0_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)               │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │ conv4_block1_3_b… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6b_se_excite   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>,      │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block6b_activati… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Multiply</span>)          │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1248</span>)             │            │ block6b_se_expan… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block1_out    │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block1_add… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6b_project_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">208</span>) │    <span style=\"color: #00af00; text-decoration-color: #00af00\">259,584</span> │ block6b_se_excit… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block2_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │    <span style=\"color: #00af00; text-decoration-color: #00af00\">262,400</span> │ conv4_block1_out… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6b_project_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">208</span>) │        <span style=\"color: #00af00; text-decoration-color: #00af00\">832</span> │ block6b_project_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block2_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,024</span> │ conv4_block2_1_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6b_drop        │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">208</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block6b_project_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dropout</span>)           │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block2_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block2_1_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6b_add (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">208</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block6b_drop[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">…</span> │\n│                     │                   │            │ block6a_project_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block2_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │    <span style=\"color: #00af00; text-decoration-color: #00af00\">590,080</span> │ conv4_block2_1_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6c_expand_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>,      │    <span style=\"color: #00af00; text-decoration-color: #00af00\">259,584</span> │ block6b_add[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>] │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1248</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block2_2_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,024</span> │ conv4_block2_2_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6c_expand_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>,      │      <span style=\"color: #00af00; text-decoration-color: #00af00\">4,992</span> │ block6c_expand_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1248</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block2_2_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block2_2_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6c_expand_act… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>,      │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block6c_expand_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1248</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block2_3_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │    <span style=\"color: #00af00; text-decoration-color: #00af00\">263,168</span> │ conv4_block2_2_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6c_dwconv      │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>,      │     <span style=\"color: #00af00; text-decoration-color: #00af00\">31,200</span> │ block6c_expand_a… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">DepthwiseConv2D</span>)   │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1248</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block2_3_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">4,096</span> │ conv4_block2_3_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6c_bn          │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>,      │      <span style=\"color: #00af00; text-decoration-color: #00af00\">4,992</span> │ block6c_dwconv[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1248</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block2_add    │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block1_out… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)               │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │ conv4_block2_3_b… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6c_activation  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>,      │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block6c_bn[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]  │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1248</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block2_out    │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block2_add… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6c_se_squeeze  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1248</span>)      │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block6c_activati… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">GlobalAveragePool…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block3_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │    <span style=\"color: #00af00; text-decoration-color: #00af00\">262,400</span> │ conv4_block2_out… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6c_se_reshape  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>,      │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block6c_se_squee… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Reshape</span>)           │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1248</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block3_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,024</span> │ conv4_block3_1_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6c_se_reduce   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">52</span>)  │     <span style=\"color: #00af00; text-decoration-color: #00af00\">64,948</span> │ block6c_se_resha… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block3_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block3_1_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6c_se_expand   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>,      │     <span style=\"color: #00af00; text-decoration-color: #00af00\">66,144</span> │ block6c_se_reduc… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1248</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block3_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │    <span style=\"color: #00af00; text-decoration-color: #00af00\">590,080</span> │ conv4_block3_1_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6c_se_excite   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>,      │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block6c_activati… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Multiply</span>)          │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1248</span>)             │            │ block6c_se_expan… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block3_2_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,024</span> │ conv4_block3_2_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6c_project_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">208</span>) │    <span style=\"color: #00af00; text-decoration-color: #00af00\">259,584</span> │ block6c_se_excit… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block3_2_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block3_2_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6c_project_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">208</span>) │        <span style=\"color: #00af00; text-decoration-color: #00af00\">832</span> │ block6c_project_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block3_3_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │    <span style=\"color: #00af00; text-decoration-color: #00af00\">263,168</span> │ conv4_block3_2_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6c_drop        │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">208</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block6c_project_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dropout</span>)           │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block3_3_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">4,096</span> │ conv4_block3_3_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6c_add (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">208</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block6c_drop[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">…</span> │\n│                     │                   │            │ block6b_add[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>] │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block3_add    │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block2_out… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)               │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │ conv4_block3_3_b… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6d_expand_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>,      │    <span style=\"color: #00af00; text-decoration-color: #00af00\">259,584</span> │ block6c_add[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>] │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1248</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block3_out    │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block3_add… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6d_expand_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>,      │      <span style=\"color: #00af00; text-decoration-color: #00af00\">4,992</span> │ block6d_expand_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1248</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block4_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │    <span style=\"color: #00af00; text-decoration-color: #00af00\">262,400</span> │ conv4_block3_out… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6d_expand_act… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>,      │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block6d_expand_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1248</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block4_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,024</span> │ conv4_block4_1_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6d_dwconv      │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>,      │     <span style=\"color: #00af00; text-decoration-color: #00af00\">31,200</span> │ block6d_expand_a… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">DepthwiseConv2D</span>)   │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1248</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block4_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block4_1_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6d_bn          │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>,      │      <span style=\"color: #00af00; text-decoration-color: #00af00\">4,992</span> │ block6d_dwconv[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1248</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block4_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │    <span style=\"color: #00af00; text-decoration-color: #00af00\">590,080</span> │ conv4_block4_1_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6d_activation  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>,      │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block6d_bn[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]  │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1248</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block4_2_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,024</span> │ conv4_block4_2_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6d_se_squeeze  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1248</span>)      │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block6d_activati… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">GlobalAveragePool…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block4_2_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block4_2_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6d_se_reshape  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>,      │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block6d_se_squee… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Reshape</span>)           │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1248</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block4_3_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │    <span style=\"color: #00af00; text-decoration-color: #00af00\">263,168</span> │ conv4_block4_2_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6d_se_reduce   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">52</span>)  │     <span style=\"color: #00af00; text-decoration-color: #00af00\">64,948</span> │ block6d_se_resha… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block4_3_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">4,096</span> │ conv4_block4_3_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6d_se_expand   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>,      │     <span style=\"color: #00af00; text-decoration-color: #00af00\">66,144</span> │ block6d_se_reduc… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1248</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block4_add    │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block3_out… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)               │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │ conv4_block4_3_b… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6d_se_excite   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>,      │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block6d_activati… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Multiply</span>)          │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1248</span>)             │            │ block6d_se_expan… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block4_out    │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block4_add… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6d_project_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">208</span>) │    <span style=\"color: #00af00; text-decoration-color: #00af00\">259,584</span> │ block6d_se_excit… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block5_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │    <span style=\"color: #00af00; text-decoration-color: #00af00\">262,400</span> │ conv4_block4_out… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6d_project_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">208</span>) │        <span style=\"color: #00af00; text-decoration-color: #00af00\">832</span> │ block6d_project_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block5_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,024</span> │ conv4_block5_1_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6d_drop        │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">208</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block6d_project_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dropout</span>)           │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block5_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block5_1_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6d_add (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">208</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block6d_drop[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">…</span> │\n│                     │                   │            │ block6c_add[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>] │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block5_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │    <span style=\"color: #00af00; text-decoration-color: #00af00\">590,080</span> │ conv4_block5_1_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6e_expand_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>,      │    <span style=\"color: #00af00; text-decoration-color: #00af00\">259,584</span> │ block6d_add[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>] │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1248</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block5_2_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,024</span> │ conv4_block5_2_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6e_expand_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>,      │      <span style=\"color: #00af00; text-decoration-color: #00af00\">4,992</span> │ block6e_expand_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1248</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block5_2_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block5_2_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6e_expand_act… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>,      │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block6e_expand_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1248</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block5_3_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │    <span style=\"color: #00af00; text-decoration-color: #00af00\">263,168</span> │ conv4_block5_2_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6e_dwconv      │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>,      │     <span style=\"color: #00af00; text-decoration-color: #00af00\">31,200</span> │ block6e_expand_a… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">DepthwiseConv2D</span>)   │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1248</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block5_3_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">4,096</span> │ conv4_block5_3_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6e_bn          │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>,      │      <span style=\"color: #00af00; text-decoration-color: #00af00\">4,992</span> │ block6e_dwconv[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1248</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block5_add    │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block4_out… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)               │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │ conv4_block5_3_b… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6e_activation  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>,      │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block6e_bn[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]  │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1248</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block5_out    │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block5_add… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6e_se_squeeze  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1248</span>)      │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block6e_activati… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">GlobalAveragePool…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block6_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │    <span style=\"color: #00af00; text-decoration-color: #00af00\">262,400</span> │ conv4_block5_out… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6e_se_reshape  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>,      │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block6e_se_squee… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Reshape</span>)           │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1248</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block6_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,024</span> │ conv4_block6_1_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6e_se_reduce   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">52</span>)  │     <span style=\"color: #00af00; text-decoration-color: #00af00\">64,948</span> │ block6e_se_resha… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block6_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block6_1_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6e_se_expand   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>,      │     <span style=\"color: #00af00; text-decoration-color: #00af00\">66,144</span> │ block6e_se_reduc… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1248</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block6_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │    <span style=\"color: #00af00; text-decoration-color: #00af00\">590,080</span> │ conv4_block6_1_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6e_se_excite   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>,      │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block6e_activati… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Multiply</span>)          │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1248</span>)             │            │ block6e_se_expan… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block6_2_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,024</span> │ conv4_block6_2_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6e_project_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">208</span>) │    <span style=\"color: #00af00; text-decoration-color: #00af00\">259,584</span> │ block6e_se_excit… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block6_2_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block6_2_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6e_project_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">208</span>) │        <span style=\"color: #00af00; text-decoration-color: #00af00\">832</span> │ block6e_project_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block6_3_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │    <span style=\"color: #00af00; text-decoration-color: #00af00\">263,168</span> │ conv4_block6_2_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6e_drop        │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">208</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block6e_project_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dropout</span>)           │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block6_3_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">4,096</span> │ conv4_block6_3_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block6e_add (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">208</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block6e_drop[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">…</span> │\n│                     │                   │            │ block6d_add[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>] │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block6_add    │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block5_out… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)               │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │ conv4_block6_3_b… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block7a_expand_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>,      │    <span style=\"color: #00af00; text-decoration-color: #00af00\">259,584</span> │ block6e_add[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>] │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1248</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv4_block6_out    │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block6_add… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block7a_expand_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>,      │      <span style=\"color: #00af00; text-decoration-color: #00af00\">4,992</span> │ block7a_expand_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1248</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block1_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>) │    <span style=\"color: #00af00; text-decoration-color: #00af00\">524,800</span> │ conv4_block6_out… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block7a_expand_act… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>,      │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block7a_expand_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1248</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block1_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>) │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,048</span> │ conv5_block1_1_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block7a_dwconv      │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>,      │     <span style=\"color: #00af00; text-decoration-color: #00af00\">11,232</span> │ block7a_expand_a… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">DepthwiseConv2D</span>)   │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1248</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block1_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block1_1_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block7a_bn          │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>,      │      <span style=\"color: #00af00; text-decoration-color: #00af00\">4,992</span> │ block7a_dwconv[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1248</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block1_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>) │  <span style=\"color: #00af00; text-decoration-color: #00af00\">2,359,808</span> │ conv5_block1_1_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block7a_activation  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>,      │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block7a_bn[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]  │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1248</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block1_2_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>) │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,048</span> │ conv5_block1_2_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block7a_se_squeeze  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1248</span>)      │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block7a_activati… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">GlobalAveragePool…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block1_2_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block1_2_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block7a_se_reshape  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>,      │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block7a_se_squee… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Reshape</span>)           │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1248</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block1_0_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>,      │  <span style=\"color: #00af00; text-decoration-color: #00af00\">2,099,200</span> │ conv4_block6_out… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">2048</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block1_3_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>,      │  <span style=\"color: #00af00; text-decoration-color: #00af00\">1,050,624</span> │ conv5_block1_2_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">2048</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block7a_se_reduce   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">52</span>)  │     <span style=\"color: #00af00; text-decoration-color: #00af00\">64,948</span> │ block7a_se_resha… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block1_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>,      │      <span style=\"color: #00af00; text-decoration-color: #00af00\">8,192</span> │ conv5_block1_0_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">2048</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block1_3_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>,      │      <span style=\"color: #00af00; text-decoration-color: #00af00\">8,192</span> │ conv5_block1_3_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">2048</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block7a_se_expand   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>,      │     <span style=\"color: #00af00; text-decoration-color: #00af00\">66,144</span> │ block7a_se_reduc… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1248</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block1_add    │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>,      │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block1_0_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)               │ <span style=\"color: #00af00; text-decoration-color: #00af00\">2048</span>)             │            │ conv5_block1_3_b… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block7a_se_excite   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>,      │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block7a_activati… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Multiply</span>)          │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1248</span>)             │            │ block7a_se_expan… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block1_out    │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>,      │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block1_add… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">2048</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block7a_project_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">352</span>) │    <span style=\"color: #00af00; text-decoration-color: #00af00\">439,296</span> │ block7a_se_excit… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block2_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>) │  <span style=\"color: #00af00; text-decoration-color: #00af00\">1,049,088</span> │ conv5_block1_out… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block7a_project_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">352</span>) │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,408</span> │ block7a_project_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block2_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>) │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,048</span> │ conv5_block2_1_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block7b_expand_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>,      │    <span style=\"color: #00af00; text-decoration-color: #00af00\">743,424</span> │ block7a_project_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">2112</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block2_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block2_1_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block7b_expand_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>,      │      <span style=\"color: #00af00; text-decoration-color: #00af00\">8,448</span> │ block7b_expand_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">2112</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block2_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>) │  <span style=\"color: #00af00; text-decoration-color: #00af00\">2,359,808</span> │ conv5_block2_1_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block7b_expand_act… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>,      │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block7b_expand_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">2112</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block2_2_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>) │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,048</span> │ conv5_block2_2_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block7b_dwconv      │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>,      │     <span style=\"color: #00af00; text-decoration-color: #00af00\">19,008</span> │ block7b_expand_a… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">DepthwiseConv2D</span>)   │ <span style=\"color: #00af00; text-decoration-color: #00af00\">2112</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block2_2_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block2_2_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block7b_bn          │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>,      │      <span style=\"color: #00af00; text-decoration-color: #00af00\">8,448</span> │ block7b_dwconv[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">2112</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block2_3_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>,      │  <span style=\"color: #00af00; text-decoration-color: #00af00\">1,050,624</span> │ conv5_block2_2_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">2048</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block7b_activation  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>,      │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block7b_bn[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]  │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">2112</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block2_3_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>,      │      <span style=\"color: #00af00; text-decoration-color: #00af00\">8,192</span> │ conv5_block2_3_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">2048</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block7b_se_squeeze  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">2112</span>)      │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block7b_activati… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">GlobalAveragePool…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block2_add    │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>,      │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block1_out… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)               │ <span style=\"color: #00af00; text-decoration-color: #00af00\">2048</span>)             │            │ conv5_block2_3_b… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block7b_se_reshape  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>,      │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block7b_se_squee… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Reshape</span>)           │ <span style=\"color: #00af00; text-decoration-color: #00af00\">2112</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block2_out    │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>,      │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block2_add… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">2048</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block7b_se_reduce   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">88</span>)  │    <span style=\"color: #00af00; text-decoration-color: #00af00\">185,944</span> │ block7b_se_resha… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block3_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>) │  <span style=\"color: #00af00; text-decoration-color: #00af00\">1,049,088</span> │ conv5_block2_out… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block7b_se_expand   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>,      │    <span style=\"color: #00af00; text-decoration-color: #00af00\">187,968</span> │ block7b_se_reduc… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">2112</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block3_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>) │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,048</span> │ conv5_block3_1_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block7b_se_excite   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>,      │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block7b_activati… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Multiply</span>)          │ <span style=\"color: #00af00; text-decoration-color: #00af00\">2112</span>)             │            │ block7b_se_expan… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block3_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block3_1_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block7b_project_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">352</span>) │    <span style=\"color: #00af00; text-decoration-color: #00af00\">743,424</span> │ block7b_se_excit… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block3_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>) │  <span style=\"color: #00af00; text-decoration-color: #00af00\">2,359,808</span> │ conv5_block3_1_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block7b_project_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">352</span>) │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,408</span> │ block7b_project_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block3_2_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>) │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,048</span> │ conv5_block3_2_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block7b_drop        │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">352</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block7b_project_… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dropout</span>)           │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block3_2_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block3_2_b… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ block7b_add (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">352</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ block7b_drop[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">…</span> │\n│                     │                   │            │ block7a_project_… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block3_3_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>,      │  <span style=\"color: #00af00; text-decoration-color: #00af00\">1,050,624</span> │ conv5_block3_2_r… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">2048</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ top_conv (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>,      │    <span style=\"color: #00af00; text-decoration-color: #00af00\">495,616</span> │ block7b_add[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>] │\n│                     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1408</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block3_3_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>,      │      <span style=\"color: #00af00; text-decoration-color: #00af00\">8,192</span> │ conv5_block3_3_c… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">2048</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ top_bn              │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>,      │      <span style=\"color: #00af00; text-decoration-color: #00af00\">5,632</span> │ top_conv[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]    │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1408</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block3_add    │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>,      │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block2_out… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)               │ <span style=\"color: #00af00; text-decoration-color: #00af00\">2048</span>)             │            │ conv5_block3_3_b… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ top_activation      │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>,      │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ top_bn[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]      │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1408</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ conv5_block3_out    │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>,      │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block3_add… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">2048</span>)             │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ global_average_poo… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1408</span>)      │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ top_activation[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">GlobalAveragePool…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ global_average_poo… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">2048</span>)      │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block3_out… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">GlobalAveragePool…</span> │                   │            │                   │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ concatenate         │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">3456</span>)      │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ global_average_p… │\n│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │                   │            │ global_average_p… │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ dense (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dense</span>)       │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)       │    <span style=\"color: #00af00; text-decoration-color: #00af00\">884,992</span> │ concatenate[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>] │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ dropout (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dropout</span>)   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)       │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ dense[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]       │\n├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n│ dense_1 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dense</span>)     │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">4</span>)         │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,028</span> │ dropout[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]     │\n└─────────────────────┴───────────────────┴────────────┴───────────────────┘\n</pre>\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"\u001b[1m Total params: \u001b[0m\u001b[38;5;34m32,242,301\u001b[0m (122.99 MB)\n","text/html":"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Total params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">32,242,301</span> (122.99 MB)\n</pre>\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m32,121,606\u001b[0m (122.53 MB)\n","text/html":"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Trainable params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">32,121,606</span> (122.53 MB)\n</pre>\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m120,695\u001b[0m (471.47 KB)\n","text/html":"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Non-trainable params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">120,695</span> (471.47 KB)\n</pre>\n"},"metadata":{}}],"execution_count":8},{"cell_type":"code","source":"# Callbacks\ncsv_logger = CSVLogger('/kaggle/working/Ensemble_EffNetB2_ResNet50_original_images_training_results.csv', append=True)\nmc = ModelCheckpoint(filepath='/kaggle/working/Ensemble_EffNetB2_ResNet50_trained_model_original_images.keras',\n                     monitor='val_accuracy', save_best_only=True, verbose=1)\nes = EarlyStopping(monitor='val_accuracy', patience=3, verbose=1, min_delta=0.01)\n\ncallbacks = [csv_logger, mc, es]","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-02-07T12:55:20.832291Z","iopub.execute_input":"2025-02-07T12:55:20.833043Z","iopub.status.idle":"2025-02-07T12:55:20.837567Z","shell.execute_reply.started":"2025-02-07T12:55:20.833010Z","shell.execute_reply":"2025-02-07T12:55:20.836645Z"}},"outputs":[],"execution_count":9},{"cell_type":"code","source":"# Create custom generators for training and validation\ntrain_ensemble_generator = ensemble_data_generator(train_generator1)\nval_ensemble_generator = ensemble_data_generator(val_generator1)","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-02-07T13:04:29.147234Z","iopub.execute_input":"2025-02-07T13:04:29.147602Z","iopub.status.idle":"2025-02-07T13:04:29.152115Z","shell.execute_reply.started":"2025-02-07T13:04:29.147572Z","shell.execute_reply":"2025-02-07T13:04:29.151110Z"}},"outputs":[],"execution_count":15},{"cell_type":"code","source":"# Train the model\nhistory = ensemble_model.fit(\n    train_ensemble_generator,\n    steps_per_epoch=len(train_generator1),\n    validation_data=val_ensemble_generator,\n    validation_steps=len(val_generator1),\n    epochs=10,\n    callbacks=callbacks\n)","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-02-07T13:06:09.386197Z","iopub.execute_input":"2025-02-07T13:06:09.386597Z","iopub.status.idle":"2025-02-07T13:06:09.669718Z","shell.execute_reply.started":"2025-02-07T13:06:09.386549Z","shell.execute_reply":"2025-02-07T13:06:09.668344Z"}},"outputs":[{"traceback":["\u001b[0;31m---------------------------------------------------------------------------\u001b[0m","\u001b[0;31mTypeError\u001b[0m                                 Traceback (most recent call last)","Cell \u001b[0;32mIn[16], line 2\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[38;5;66;03m# Train the model\u001b[39;00m\n\u001b[0;32m----> 2\u001b[0m history \u001b[38;5;241m=\u001b[39m \u001b[43mensemble_model\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mfit\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m      3\u001b[0m \u001b[43m    \u001b[49m\u001b[43mtrain_ensemble_generator\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m      4\u001b[0m \u001b[43m    \u001b[49m\u001b[43msteps_per_epoch\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mlen\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mtrain_generator1\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m      5\u001b[0m \u001b[43m    \u001b[49m\u001b[43mvalidation_data\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mval_ensemble_generator\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m      6\u001b[0m \u001b[43m    \u001b[49m\u001b[43mvalidation_steps\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mlen\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mval_generator1\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m      7\u001b[0m \u001b[43m    \u001b[49m\u001b[43mepochs\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;241;43m10\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[1;32m      8\u001b[0m \u001b[43m    \u001b[49m\u001b[43mcallbacks\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcallbacks\u001b[49m\n\u001b[1;32m      9\u001b[0m \u001b[43m)\u001b[49m\n","File \u001b[0;32m/opt/conda/lib/python3.10/site-packages/keras/src/utils/traceback_utils.py:122\u001b[0m, in \u001b[0;36mfilter_traceback.<locals>.error_handler\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m    119\u001b[0m     filtered_tb \u001b[38;5;241m=\u001b[39m _process_traceback_frames(e\u001b[38;5;241m.\u001b[39m__traceback__)\n\u001b[1;32m    120\u001b[0m     \u001b[38;5;66;03m# To get the full stack trace, call:\u001b[39;00m\n\u001b[1;32m    121\u001b[0m     \u001b[38;5;66;03m# `keras.config.disable_traceback_filtering()`\u001b[39;00m\n\u001b[0;32m--> 122\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m e\u001b[38;5;241m.\u001b[39mwith_traceback(filtered_tb) \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[1;32m    123\u001b[0m \u001b[38;5;28;01mfinally\u001b[39;00m:\n\u001b[1;32m    124\u001b[0m     \u001b[38;5;28;01mdel\u001b[39;00m filtered_tb\n","File \u001b[0;32m/opt/conda/lib/python3.10/site-packages/tensorflow/python/data/ops/from_generator_op.py:124\u001b[0m, in \u001b[0;36m_from_generator\u001b[0;34m(generator, output_types, output_shapes, args, output_signature, name)\u001b[0m\n\u001b[1;32m    122\u001b[0m   \u001b[38;5;28;01mfor\u001b[39;00m spec \u001b[38;5;129;01min\u001b[39;00m nest\u001b[38;5;241m.\u001b[39mflatten(output_signature):\n\u001b[1;32m    123\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(spec, type_spec\u001b[38;5;241m.\u001b[39mTypeSpec):\n\u001b[0;32m--> 124\u001b[0m       \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mTypeError\u001b[39;00m(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m`output_signature` must contain objects that are \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m    125\u001b[0m                       \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124msubclass of `tf.TypeSpec` but found \u001b[39m\u001b[38;5;132;01m{\u001b[39;00m\u001b[38;5;28mtype\u001b[39m(spec)\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m    126\u001b[0m                       \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mwhich is not.\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m    127\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m    128\u001b[0m   \u001b[38;5;28;01mif\u001b[39;00m output_types \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n","\u001b[0;31mTypeError\u001b[0m: `output_signature` must contain objects that are subclass of `tf.TypeSpec` but found <class 'list'> which is not."],"ename":"TypeError","evalue":"`output_signature` must contain objects that are subclass of `tf.TypeSpec` but found <class 'list'> which is not.","output_type":"error"}],"execution_count":16}]}