1181 lines (1180 with data), 758.0 kB
{
"cells": [
{
"cell_type": "code",
"execution_count": 63,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "w4eFDkIKuGZx",
"outputId": "db102c97-90df-498c-f022-d6541a980f89"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Mounted at /content/drive\n"
]
}
],
"source": [
"# Mount Google Drive to access dataset files\n",
"from google.colab import drive\n",
"drive.mount('/content/drive', force_remount=True)"
]
},
{
"cell_type": "code",
"execution_count": 64,
"metadata": {
"id": "rRM8yi8muHZI"
},
"outputs": [],
"source": [
"# Define paths to the training, validation, and test datasets\n",
"train_folder = '/content/drive/MyDrive/dataset/train'\n",
"test_folder = '/content/drive/MyDrive/dataset/test'\n",
"validate_folder = '/content/drive/MyDrive/datasetvalid'\n",
"\n",
"# Define paths to the specific classes within the dataset\n",
"normal_folder = '/normal'\n",
"adenocarcinoma_folder = '/adenocarcinoma_left.lower.lobe_T2_N0_M0_Ib'\n",
"large_cell_carcinoma_folder = '/large.cell.carcinoma_left.hilum_T2_N2_M0_IIIa'\n",
"squamous_cell_carcinoma_folder = '/squamous.cell.carcinoma_left.hilum_T1_N2_M0_IIIa'\n"
]
},
{
"cell_type": "code",
"execution_count": 65,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "sfgV3VGxumfn",
"outputId": "856c51e2-8677-469d-93b0-5e3469c9a959"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Libraries Imported\n",
"Reading training images from: /content/drive/MyDrive/dataset/train\n",
"Reading validation images from: /content/drive/MyDrive/datasetvalid\n",
"Found 613 images belonging to 4 classes.\n",
"Found 315 images belonging to 4 classes.\n"
]
}
],
"source": [
"# Import necessary libraries\n",
"import warnings\n",
"warnings.filterwarnings('ignore')\n",
"\n",
"import pandas as pd\n",
"import numpy as np\n",
"import seaborn as sns\n",
"import matplotlib.pyplot as plt\n",
"from sklearn.preprocessing import MinMaxScaler, StandardScaler\n",
"from sklearn import datasets\n",
"from sklearn.model_selection import train_test_split\n",
"from sklearn.neighbors import KNeighborsClassifier\n",
"from sklearn.svm import SVC\n",
"from sklearn.decomposition import PCA\n",
"from sklearn.preprocessing import LabelEncoder\n",
"\n",
"import tensorflow as tf\n",
"import tensorflow.keras\n",
"from tensorflow.keras.preprocessing.image import ImageDataGenerator\n",
"from tensorflow.keras.models import Sequential\n",
"from tensorflow.keras.layers import Dense, Dropout, SpatialDropout2D, Activation, Lambda, Flatten, LSTM\n",
"from tensorflow.keras.layers import Conv2D, MaxPooling2D, GlobalAveragePooling2D\n",
"from tensorflow.keras.optimizers import Adam, RMSprop\n",
"from tensorflow.keras import utils\n",
"\n",
"print(\"Libraries Imported\")\n",
"\n",
"# Set the image size for resizing\n",
"IMAGE_SIZE = (350, 350)\n",
"\n",
"# Initialize the image data generators for training and testing\n",
"print(\"Reading training images from:\", train_folder)\n",
"print(\"Reading validation images from:\", validate_folder)\n",
"\n",
"train_datagen = ImageDataGenerator(rescale=1./255, horizontal_flip=True)\n",
"test_datagen = ImageDataGenerator(rescale=1./255)\n",
"\n",
"\n",
"# Define the batch size for training\n",
"batch_size = 8\n",
"\n",
"\n",
"# Create the training data generator\n",
"train_generator = train_datagen.flow_from_directory(\n",
" train_folder,\n",
" target_size=IMAGE_SIZE,\n",
" batch_size=batch_size,\n",
" color_mode=\"rgb\",\n",
" class_mode='categorical'\n",
")\n",
"\n",
"\n",
"# Create the validation data generator\n",
"validation_generator = test_datagen.flow_from_directory(\n",
" test_folder,\n",
" target_size=IMAGE_SIZE,\n",
" batch_size=batch_size,\n",
" color_mode=\"rgb\",\n",
" class_mode='categorical'\n",
")\n"
]
},
{
"cell_type": "code",
"execution_count": 66,
"metadata": {
"id": "0OaGHVpzuuzQ"
},
"outputs": [],
"source": [
"# Set up callbacks for learning rate reduction, early stopping, and model checkpointing\n",
"from tensorflow.keras.callbacks import ReduceLROnPlateau, EarlyStopping, ModelCheckpoint\n",
"\n",
"learning_rate_reduction = ReduceLROnPlateau(monitor='loss', patience=5, verbose=2, factor=0.5, min_lr=0.000001)\n",
"early_stops = EarlyStopping(monitor='loss', min_delta=0, patience=6, verbose=2, mode='auto')\n",
"checkpointer = ModelCheckpoint(filepath='best_model.hdf5', verbose=2, save_best_only=True, save_weights_only=True)\n"
]
},
{
"cell_type": "code",
"execution_count": 67,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "emno-h9huzhT",
"outputId": "93213a43-da41-4b96-b15c-f46cc35ffdc0"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Downloading data from https://storage.googleapis.com/tensorflow/keras-applications/xception/xception_weights_tf_dim_ordering_tf_kernels_notop.h5\n",
"83683744/83683744 [==============================] - 3s 0us/step\n",
"Pretrained model used:\n",
"Model: \"xception\"\n",
"__________________________________________________________________________________________________\n",
" Layer (type) Output Shape Param # Connected to \n",
"==================================================================================================\n",
" input_3 (InputLayer) [(None, 350, 350, 3)] 0 [] \n",
" \n",
" block1_conv1 (Conv2D) (None, 174, 174, 32) 864 ['input_3[0][0]'] \n",
" \n",
" block1_conv1_bn (BatchNorm (None, 174, 174, 32) 128 ['block1_conv1[0][0]'] \n",
" alization) \n",
" \n",
" block1_conv1_act (Activati (None, 174, 174, 32) 0 ['block1_conv1_bn[0][0]'] \n",
" on) \n",
" \n",
" block1_conv2 (Conv2D) (None, 172, 172, 64) 18432 ['block1_conv1_act[0][0]'] \n",
" \n",
" block1_conv2_bn (BatchNorm (None, 172, 172, 64) 256 ['block1_conv2[0][0]'] \n",
" alization) \n",
" \n",
" block1_conv2_act (Activati (None, 172, 172, 64) 0 ['block1_conv2_bn[0][0]'] \n",
" on) \n",
" \n",
" block2_sepconv1 (Separable (None, 172, 172, 128) 8768 ['block1_conv2_act[0][0]'] \n",
" Conv2D) \n",
" \n",
" block2_sepconv1_bn (BatchN (None, 172, 172, 128) 512 ['block2_sepconv1[0][0]'] \n",
" ormalization) \n",
" \n",
" block2_sepconv2_act (Activ (None, 172, 172, 128) 0 ['block2_sepconv1_bn[0][0]'] \n",
" ation) \n",
" \n",
" block2_sepconv2 (Separable (None, 172, 172, 128) 17536 ['block2_sepconv2_act[0][0]'] \n",
" Conv2D) \n",
" \n",
" block2_sepconv2_bn (BatchN (None, 172, 172, 128) 512 ['block2_sepconv2[0][0]'] \n",
" ormalization) \n",
" \n",
" conv2d_8 (Conv2D) (None, 86, 86, 128) 8192 ['block1_conv2_act[0][0]'] \n",
" \n",
" block2_pool (MaxPooling2D) (None, 86, 86, 128) 0 ['block2_sepconv2_bn[0][0]'] \n",
" \n",
" batch_normalization (Batch (None, 86, 86, 128) 512 ['conv2d_8[0][0]'] \n",
" Normalization) \n",
" \n",
" add (Add) (None, 86, 86, 128) 0 ['block2_pool[0][0]', \n",
" 'batch_normalization[0][0]'] \n",
" \n",
" block3_sepconv1_act (Activ (None, 86, 86, 128) 0 ['add[0][0]'] \n",
" ation) \n",
" \n",
" block3_sepconv1 (Separable (None, 86, 86, 256) 33920 ['block3_sepconv1_act[0][0]'] \n",
" Conv2D) \n",
" \n",
" block3_sepconv1_bn (BatchN (None, 86, 86, 256) 1024 ['block3_sepconv1[0][0]'] \n",
" ormalization) \n",
" \n",
" block3_sepconv2_act (Activ (None, 86, 86, 256) 0 ['block3_sepconv1_bn[0][0]'] \n",
" ation) \n",
" \n",
" block3_sepconv2 (Separable (None, 86, 86, 256) 67840 ['block3_sepconv2_act[0][0]'] \n",
" Conv2D) \n",
" \n",
" block3_sepconv2_bn (BatchN (None, 86, 86, 256) 1024 ['block3_sepconv2[0][0]'] \n",
" ormalization) \n",
" \n",
" conv2d_9 (Conv2D) (None, 43, 43, 256) 32768 ['add[0][0]'] \n",
" \n",
" block3_pool (MaxPooling2D) (None, 43, 43, 256) 0 ['block3_sepconv2_bn[0][0]'] \n",
" \n",
" batch_normalization_1 (Bat (None, 43, 43, 256) 1024 ['conv2d_9[0][0]'] \n",
" chNormalization) \n",
" \n",
" add_1 (Add) (None, 43, 43, 256) 0 ['block3_pool[0][0]', \n",
" 'batch_normalization_1[0][0]'\n",
" ] \n",
" \n",
" block4_sepconv1_act (Activ (None, 43, 43, 256) 0 ['add_1[0][0]'] \n",
" ation) \n",
" \n",
" block4_sepconv1 (Separable (None, 43, 43, 728) 188672 ['block4_sepconv1_act[0][0]'] \n",
" Conv2D) \n",
" \n",
" block4_sepconv1_bn (BatchN (None, 43, 43, 728) 2912 ['block4_sepconv1[0][0]'] \n",
" ormalization) \n",
" \n",
" block4_sepconv2_act (Activ (None, 43, 43, 728) 0 ['block4_sepconv1_bn[0][0]'] \n",
" ation) \n",
" \n",
" block4_sepconv2 (Separable (None, 43, 43, 728) 536536 ['block4_sepconv2_act[0][0]'] \n",
" Conv2D) \n",
" \n",
" block4_sepconv2_bn (BatchN (None, 43, 43, 728) 2912 ['block4_sepconv2[0][0]'] \n",
" ormalization) \n",
" \n",
" conv2d_10 (Conv2D) (None, 22, 22, 728) 186368 ['add_1[0][0]'] \n",
" \n",
" block4_pool (MaxPooling2D) (None, 22, 22, 728) 0 ['block4_sepconv2_bn[0][0]'] \n",
" \n",
" batch_normalization_2 (Bat (None, 22, 22, 728) 2912 ['conv2d_10[0][0]'] \n",
" chNormalization) \n",
" \n",
" add_2 (Add) (None, 22, 22, 728) 0 ['block4_pool[0][0]', \n",
" 'batch_normalization_2[0][0]'\n",
" ] \n",
" \n",
" block5_sepconv1_act (Activ (None, 22, 22, 728) 0 ['add_2[0][0]'] \n",
" ation) \n",
" \n",
" block5_sepconv1 (Separable (None, 22, 22, 728) 536536 ['block5_sepconv1_act[0][0]'] \n",
" Conv2D) \n",
" \n",
" block5_sepconv1_bn (BatchN (None, 22, 22, 728) 2912 ['block5_sepconv1[0][0]'] \n",
" ormalization) \n",
" \n",
" block5_sepconv2_act (Activ (None, 22, 22, 728) 0 ['block5_sepconv1_bn[0][0]'] \n",
" ation) \n",
" \n",
" block5_sepconv2 (Separable (None, 22, 22, 728) 536536 ['block5_sepconv2_act[0][0]'] \n",
" Conv2D) \n",
" \n",
" block5_sepconv2_bn (BatchN (None, 22, 22, 728) 2912 ['block5_sepconv2[0][0]'] \n",
" ormalization) \n",
" \n",
" block5_sepconv3_act (Activ (None, 22, 22, 728) 0 ['block5_sepconv2_bn[0][0]'] \n",
" ation) \n",
" \n",
" block5_sepconv3 (Separable (None, 22, 22, 728) 536536 ['block5_sepconv3_act[0][0]'] \n",
" Conv2D) \n",
" \n",
" block5_sepconv3_bn (BatchN (None, 22, 22, 728) 2912 ['block5_sepconv3[0][0]'] \n",
" ormalization) \n",
" \n",
" add_3 (Add) (None, 22, 22, 728) 0 ['block5_sepconv3_bn[0][0]', \n",
" 'add_2[0][0]'] \n",
" \n",
" block6_sepconv1_act (Activ (None, 22, 22, 728) 0 ['add_3[0][0]'] \n",
" ation) \n",
" \n",
" block6_sepconv1 (Separable (None, 22, 22, 728) 536536 ['block6_sepconv1_act[0][0]'] \n",
" Conv2D) \n",
" \n",
" block6_sepconv1_bn (BatchN (None, 22, 22, 728) 2912 ['block6_sepconv1[0][0]'] \n",
" ormalization) \n",
" \n",
" block6_sepconv2_act (Activ (None, 22, 22, 728) 0 ['block6_sepconv1_bn[0][0]'] \n",
" ation) \n",
" \n",
" block6_sepconv2 (Separable (None, 22, 22, 728) 536536 ['block6_sepconv2_act[0][0]'] \n",
" Conv2D) \n",
" \n",
" block6_sepconv2_bn (BatchN (None, 22, 22, 728) 2912 ['block6_sepconv2[0][0]'] \n",
" ormalization) \n",
" \n",
" block6_sepconv3_act (Activ (None, 22, 22, 728) 0 ['block6_sepconv2_bn[0][0]'] \n",
" ation) \n",
" \n",
" block6_sepconv3 (Separable (None, 22, 22, 728) 536536 ['block6_sepconv3_act[0][0]'] \n",
" Conv2D) \n",
" \n",
" block6_sepconv3_bn (BatchN (None, 22, 22, 728) 2912 ['block6_sepconv3[0][0]'] \n",
" ormalization) \n",
" \n",
" add_4 (Add) (None, 22, 22, 728) 0 ['block6_sepconv3_bn[0][0]', \n",
" 'add_3[0][0]'] \n",
" \n",
" block7_sepconv1_act (Activ (None, 22, 22, 728) 0 ['add_4[0][0]'] \n",
" ation) \n",
" \n",
" block7_sepconv1 (Separable (None, 22, 22, 728) 536536 ['block7_sepconv1_act[0][0]'] \n",
" Conv2D) \n",
" \n",
" block7_sepconv1_bn (BatchN (None, 22, 22, 728) 2912 ['block7_sepconv1[0][0]'] \n",
" ormalization) \n",
" \n",
" block7_sepconv2_act (Activ (None, 22, 22, 728) 0 ['block7_sepconv1_bn[0][0]'] \n",
" ation) \n",
" \n",
" block7_sepconv2 (Separable (None, 22, 22, 728) 536536 ['block7_sepconv2_act[0][0]'] \n",
" Conv2D) \n",
" \n",
" block7_sepconv2_bn (BatchN (None, 22, 22, 728) 2912 ['block7_sepconv2[0][0]'] \n",
" ormalization) \n",
" \n",
" block7_sepconv3_act (Activ (None, 22, 22, 728) 0 ['block7_sepconv2_bn[0][0]'] \n",
" ation) \n",
" \n",
" block7_sepconv3 (Separable (None, 22, 22, 728) 536536 ['block7_sepconv3_act[0][0]'] \n",
" Conv2D) \n",
" \n",
" block7_sepconv3_bn (BatchN (None, 22, 22, 728) 2912 ['block7_sepconv3[0][0]'] \n",
" ormalization) \n",
" \n",
" add_5 (Add) (None, 22, 22, 728) 0 ['block7_sepconv3_bn[0][0]', \n",
" 'add_4[0][0]'] \n",
" \n",
" block8_sepconv1_act (Activ (None, 22, 22, 728) 0 ['add_5[0][0]'] \n",
" ation) \n",
" \n",
" block8_sepconv1 (Separable (None, 22, 22, 728) 536536 ['block8_sepconv1_act[0][0]'] \n",
" Conv2D) \n",
" \n",
" block8_sepconv1_bn (BatchN (None, 22, 22, 728) 2912 ['block8_sepconv1[0][0]'] \n",
" ormalization) \n",
" \n",
" block8_sepconv2_act (Activ (None, 22, 22, 728) 0 ['block8_sepconv1_bn[0][0]'] \n",
" ation) \n",
" \n",
" block8_sepconv2 (Separable (None, 22, 22, 728) 536536 ['block8_sepconv2_act[0][0]'] \n",
" Conv2D) \n",
" \n",
" block8_sepconv2_bn (BatchN (None, 22, 22, 728) 2912 ['block8_sepconv2[0][0]'] \n",
" ormalization) \n",
" \n",
" block8_sepconv3_act (Activ (None, 22, 22, 728) 0 ['block8_sepconv2_bn[0][0]'] \n",
" ation) \n",
" \n",
" block8_sepconv3 (Separable (None, 22, 22, 728) 536536 ['block8_sepconv3_act[0][0]'] \n",
" Conv2D) \n",
" \n",
" block8_sepconv3_bn (BatchN (None, 22, 22, 728) 2912 ['block8_sepconv3[0][0]'] \n",
" ormalization) \n",
" \n",
" add_6 (Add) (None, 22, 22, 728) 0 ['block8_sepconv3_bn[0][0]', \n",
" 'add_5[0][0]'] \n",
" \n",
" block9_sepconv1_act (Activ (None, 22, 22, 728) 0 ['add_6[0][0]'] \n",
" ation) \n",
" \n",
" block9_sepconv1 (Separable (None, 22, 22, 728) 536536 ['block9_sepconv1_act[0][0]'] \n",
" Conv2D) \n",
" \n",
" block9_sepconv1_bn (BatchN (None, 22, 22, 728) 2912 ['block9_sepconv1[0][0]'] \n",
" ormalization) \n",
" \n",
" block9_sepconv2_act (Activ (None, 22, 22, 728) 0 ['block9_sepconv1_bn[0][0]'] \n",
" ation) \n",
" \n",
" block9_sepconv2 (Separable (None, 22, 22, 728) 536536 ['block9_sepconv2_act[0][0]'] \n",
" Conv2D) \n",
" \n",
" block9_sepconv2_bn (BatchN (None, 22, 22, 728) 2912 ['block9_sepconv2[0][0]'] \n",
" ormalization) \n",
" \n",
" block9_sepconv3_act (Activ (None, 22, 22, 728) 0 ['block9_sepconv2_bn[0][0]'] \n",
" ation) \n",
" \n",
" block9_sepconv3 (Separable (None, 22, 22, 728) 536536 ['block9_sepconv3_act[0][0]'] \n",
" Conv2D) \n",
" \n",
" block9_sepconv3_bn (BatchN (None, 22, 22, 728) 2912 ['block9_sepconv3[0][0]'] \n",
" ormalization) \n",
" \n",
" add_7 (Add) (None, 22, 22, 728) 0 ['block9_sepconv3_bn[0][0]', \n",
" 'add_6[0][0]'] \n",
" \n",
" block10_sepconv1_act (Acti (None, 22, 22, 728) 0 ['add_7[0][0]'] \n",
" vation) \n",
" \n",
" block10_sepconv1 (Separabl (None, 22, 22, 728) 536536 ['block10_sepconv1_act[0][0]']\n",
" eConv2D) \n",
" \n",
" block10_sepconv1_bn (Batch (None, 22, 22, 728) 2912 ['block10_sepconv1[0][0]'] \n",
" Normalization) \n",
" \n",
" block10_sepconv2_act (Acti (None, 22, 22, 728) 0 ['block10_sepconv1_bn[0][0]'] \n",
" vation) \n",
" \n",
" block10_sepconv2 (Separabl (None, 22, 22, 728) 536536 ['block10_sepconv2_act[0][0]']\n",
" eConv2D) \n",
" \n",
" block10_sepconv2_bn (Batch (None, 22, 22, 728) 2912 ['block10_sepconv2[0][0]'] \n",
" Normalization) \n",
" \n",
" block10_sepconv3_act (Acti (None, 22, 22, 728) 0 ['block10_sepconv2_bn[0][0]'] \n",
" vation) \n",
" \n",
" block10_sepconv3 (Separabl (None, 22, 22, 728) 536536 ['block10_sepconv3_act[0][0]']\n",
" eConv2D) \n",
" \n",
" block10_sepconv3_bn (Batch (None, 22, 22, 728) 2912 ['block10_sepconv3[0][0]'] \n",
" Normalization) \n",
" \n",
" add_8 (Add) (None, 22, 22, 728) 0 ['block10_sepconv3_bn[0][0]', \n",
" 'add_7[0][0]'] \n",
" \n",
" block11_sepconv1_act (Acti (None, 22, 22, 728) 0 ['add_8[0][0]'] \n",
" vation) \n",
" \n",
" block11_sepconv1 (Separabl (None, 22, 22, 728) 536536 ['block11_sepconv1_act[0][0]']\n",
" eConv2D) \n",
" \n",
" block11_sepconv1_bn (Batch (None, 22, 22, 728) 2912 ['block11_sepconv1[0][0]'] \n",
" Normalization) \n",
" \n",
" block11_sepconv2_act (Acti (None, 22, 22, 728) 0 ['block11_sepconv1_bn[0][0]'] \n",
" vation) \n",
" \n",
" block11_sepconv2 (Separabl (None, 22, 22, 728) 536536 ['block11_sepconv2_act[0][0]']\n",
" eConv2D) \n",
" \n",
" block11_sepconv2_bn (Batch (None, 22, 22, 728) 2912 ['block11_sepconv2[0][0]'] \n",
" Normalization) \n",
" \n",
" block11_sepconv3_act (Acti (None, 22, 22, 728) 0 ['block11_sepconv2_bn[0][0]'] \n",
" vation) \n",
" \n",
" block11_sepconv3 (Separabl (None, 22, 22, 728) 536536 ['block11_sepconv3_act[0][0]']\n",
" eConv2D) \n",
" \n",
" block11_sepconv3_bn (Batch (None, 22, 22, 728) 2912 ['block11_sepconv3[0][0]'] \n",
" Normalization) \n",
" \n",
" add_9 (Add) (None, 22, 22, 728) 0 ['block11_sepconv3_bn[0][0]', \n",
" 'add_8[0][0]'] \n",
" \n",
" block12_sepconv1_act (Acti (None, 22, 22, 728) 0 ['add_9[0][0]'] \n",
" vation) \n",
" \n",
" block12_sepconv1 (Separabl (None, 22, 22, 728) 536536 ['block12_sepconv1_act[0][0]']\n",
" eConv2D) \n",
" \n",
" block12_sepconv1_bn (Batch (None, 22, 22, 728) 2912 ['block12_sepconv1[0][0]'] \n",
" Normalization) \n",
" \n",
" block12_sepconv2_act (Acti (None, 22, 22, 728) 0 ['block12_sepconv1_bn[0][0]'] \n",
" vation) \n",
" \n",
" block12_sepconv2 (Separabl (None, 22, 22, 728) 536536 ['block12_sepconv2_act[0][0]']\n",
" eConv2D) \n",
" \n",
" block12_sepconv2_bn (Batch (None, 22, 22, 728) 2912 ['block12_sepconv2[0][0]'] \n",
" Normalization) \n",
" \n",
" block12_sepconv3_act (Acti (None, 22, 22, 728) 0 ['block12_sepconv2_bn[0][0]'] \n",
" vation) \n",
" \n",
" block12_sepconv3 (Separabl (None, 22, 22, 728) 536536 ['block12_sepconv3_act[0][0]']\n",
" eConv2D) \n",
" \n",
" block12_sepconv3_bn (Batch (None, 22, 22, 728) 2912 ['block12_sepconv3[0][0]'] \n",
" Normalization) \n",
" \n",
" add_10 (Add) (None, 22, 22, 728) 0 ['block12_sepconv3_bn[0][0]', \n",
" 'add_9[0][0]'] \n",
" \n",
" block13_sepconv1_act (Acti (None, 22, 22, 728) 0 ['add_10[0][0]'] \n",
" vation) \n",
" \n",
" block13_sepconv1 (Separabl (None, 22, 22, 728) 536536 ['block13_sepconv1_act[0][0]']\n",
" eConv2D) \n",
" \n",
" block13_sepconv1_bn (Batch (None, 22, 22, 728) 2912 ['block13_sepconv1[0][0]'] \n",
" Normalization) \n",
" \n",
" block13_sepconv2_act (Acti (None, 22, 22, 728) 0 ['block13_sepconv1_bn[0][0]'] \n",
" vation) \n",
" \n",
" block13_sepconv2 (Separabl (None, 22, 22, 1024) 752024 ['block13_sepconv2_act[0][0]']\n",
" eConv2D) \n",
" \n",
" block13_sepconv2_bn (Batch (None, 22, 22, 1024) 4096 ['block13_sepconv2[0][0]'] \n",
" Normalization) \n",
" \n",
" conv2d_11 (Conv2D) (None, 11, 11, 1024) 745472 ['add_10[0][0]'] \n",
" \n",
" block13_pool (MaxPooling2D (None, 11, 11, 1024) 0 ['block13_sepconv2_bn[0][0]'] \n",
" ) \n",
" \n",
" batch_normalization_3 (Bat (None, 11, 11, 1024) 4096 ['conv2d_11[0][0]'] \n",
" chNormalization) \n",
" \n",
" add_11 (Add) (None, 11, 11, 1024) 0 ['block13_pool[0][0]', \n",
" 'batch_normalization_3[0][0]'\n",
" ] \n",
" \n",
" block14_sepconv1 (Separabl (None, 11, 11, 1536) 1582080 ['add_11[0][0]'] \n",
" eConv2D) \n",
" \n",
" block14_sepconv1_bn (Batch (None, 11, 11, 1536) 6144 ['block14_sepconv1[0][0]'] \n",
" Normalization) \n",
" \n",
" block14_sepconv1_act (Acti (None, 11, 11, 1536) 0 ['block14_sepconv1_bn[0][0]'] \n",
" vation) \n",
" \n",
" block14_sepconv2 (Separabl (None, 11, 11, 2048) 3159552 ['block14_sepconv1_act[0][0]']\n",
" eConv2D) \n",
" \n",
" block14_sepconv2_bn (Batch (None, 11, 11, 2048) 8192 ['block14_sepconv2[0][0]'] \n",
" Normalization) \n",
" \n",
" block14_sepconv2_act (Acti (None, 11, 11, 2048) 0 ['block14_sepconv2_bn[0][0]'] \n",
" vation) \n",
" \n",
"==================================================================================================\n",
"Total params: 20861480 (79.58 MB)\n",
"Trainable params: 0 (0.00 Byte)\n",
"Non-trainable params: 20861480 (79.58 MB)\n",
"__________________________________________________________________________________________________\n",
"Final model created:\n",
"Model: \"sequential_2\"\n",
"_________________________________________________________________\n",
" Layer (type) Output Shape Param # \n",
"=================================================================\n",
" xception (Functional) (None, 11, 11, 2048) 20861480 \n",
" \n",
" global_average_pooling2d_2 (None, 2048) 0 \n",
" (GlobalAveragePooling2D) \n",
" \n",
" dense_8 (Dense) (None, 4) 8196 \n",
" \n",
"=================================================================\n",
"Total params: 20869676 (79.61 MB)\n",
"Trainable params: 8196 (32.02 KB)\n",
"Non-trainable params: 20861480 (79.58 MB)\n",
"_________________________________________________________________\n"
]
}
],
"source": [
"# Define the number of output classes\n",
"OUTPUT_SIZE = 4\n",
"\n",
"# Load a pre-trained model (Xception) without the top layers and freeze its weights\n",
"pretrained_model = tf.keras.applications.Xception(weights='imagenet', include_top=False, input_shape=[*IMAGE_SIZE, 3])\n",
"pretrained_model.trainable = False\n",
"\n",
"# Create a new model with the pre-trained base and additional layers for classification\n",
"model = Sequential()\n",
"model.add(pretrained_model)\n",
"model.add(GlobalAveragePooling2D())\n",
"model.add(Dense(OUTPUT_SIZE, activation='softmax'))\n",
"\n",
"print(\"Pretrained model used:\")\n",
"pretrained_model.summary()\n",
"\n",
"print(\"Final model created:\")\n",
"model.summary()\n",
"\n",
"# Compile the model with an optimizer, loss function, and evaluation metric\n",
"model.compile(optimizer='adam', loss='categorical_crossentropy', metrics=['accuracy'])\n"
]
},
{
"cell_type": "code",
"execution_count": 68,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "qqBJ3ijCu5ug",
"outputId": "b500bcbe-e8b9-4afa-8251-61162d55032d"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Epoch 1/50\n",
"25/25 [==============================] - ETA: 0s - loss: 1.2235 - accuracy: 0.4467\n",
"Epoch 1: val_loss improved from inf to 1.08683, saving model to best_model.hdf5\n",
"25/25 [==============================] - 201s 8s/step - loss: 1.2235 - accuracy: 0.4467 - val_loss: 1.0868 - val_accuracy: 0.5437 - lr: 0.0010\n",
"Epoch 2/50\n",
"25/25 [==============================] - ETA: 0s - loss: 1.0109 - accuracy: 0.5400\n",
"Epoch 2: val_loss improved from 1.08683 to 1.01950, saving model to best_model.hdf5\n",
"25/25 [==============================] - 251s 10s/step - loss: 1.0109 - accuracy: 0.5400 - val_loss: 1.0195 - val_accuracy: 0.5250 - lr: 0.0010\n",
"Epoch 3/50\n",
"25/25 [==============================] - ETA: 0s - loss: 0.8993 - accuracy: 0.6200\n",
"Epoch 3: val_loss improved from 1.01950 to 0.86878, saving model to best_model.hdf5\n",
"25/25 [==============================] - 252s 10s/step - loss: 0.8993 - accuracy: 0.6200 - val_loss: 0.8688 - val_accuracy: 0.5938 - lr: 0.0010\n",
"Epoch 4/50\n",
"25/25 [==============================] - ETA: 0s - loss: 0.8822 - accuracy: 0.6350\n",
"Epoch 4: val_loss did not improve from 0.86878\n",
"25/25 [==============================] - 197s 8s/step - loss: 0.8822 - accuracy: 0.6350 - val_loss: 0.9316 - val_accuracy: 0.5188 - lr: 0.0010\n",
"Epoch 5/50\n",
"25/25 [==============================] - ETA: 0s - loss: 0.8145 - accuracy: 0.6800\n",
"Epoch 5: val_loss improved from 0.86878 to 0.86739, saving model to best_model.hdf5\n",
"25/25 [==============================] - 198s 8s/step - loss: 0.8145 - accuracy: 0.6800 - val_loss: 0.8674 - val_accuracy: 0.6438 - lr: 0.0010\n",
"Epoch 6/50\n",
"25/25 [==============================] - ETA: 0s - loss: 0.7517 - accuracy: 0.6599\n",
"Epoch 6: val_loss did not improve from 0.86739\n",
"25/25 [==============================] - 249s 10s/step - loss: 0.7517 - accuracy: 0.6599 - val_loss: 0.8915 - val_accuracy: 0.5562 - lr: 0.0010\n",
"Epoch 7/50\n",
"25/25 [==============================] - ETA: 0s - loss: 0.7259 - accuracy: 0.6950\n",
"Epoch 7: val_loss did not improve from 0.86739\n",
"25/25 [==============================] - 252s 10s/step - loss: 0.7259 - accuracy: 0.6950 - val_loss: 0.8951 - val_accuracy: 0.5688 - lr: 0.0010\n",
"Epoch 8/50\n",
"25/25 [==============================] - ETA: 0s - loss: 0.6779 - accuracy: 0.7200\n",
"Epoch 8: val_loss improved from 0.86739 to 0.84312, saving model to best_model.hdf5\n",
"25/25 [==============================] - 252s 10s/step - loss: 0.6779 - accuracy: 0.7200 - val_loss: 0.8431 - val_accuracy: 0.6125 - lr: 0.0010\n",
"Epoch 9/50\n",
"25/25 [==============================] - ETA: 0s - loss: 0.6481 - accuracy: 0.7500\n",
"Epoch 9: val_loss improved from 0.84312 to 0.84153, saving model to best_model.hdf5\n",
"25/25 [==============================] - 252s 10s/step - loss: 0.6481 - accuracy: 0.7500 - val_loss: 0.8415 - val_accuracy: 0.6313 - lr: 0.0010\n",
"Epoch 10/50\n",
"25/25 [==============================] - ETA: 0s - loss: 0.6475 - accuracy: 0.7259\n",
"Epoch 10: val_loss improved from 0.84153 to 0.80178, saving model to best_model.hdf5\n",
"25/25 [==============================] - 251s 10s/step - loss: 0.6475 - accuracy: 0.7259 - val_loss: 0.8018 - val_accuracy: 0.6187 - lr: 0.0010\n",
"Epoch 11/50\n",
"25/25 [==============================] - ETA: 0s - loss: 0.6356 - accuracy: 0.7716\n",
"Epoch 11: val_loss did not improve from 0.80178\n",
"25/25 [==============================] - 197s 8s/step - loss: 0.6356 - accuracy: 0.7716 - val_loss: 0.8815 - val_accuracy: 0.5688 - lr: 0.0010\n",
"Epoch 12/50\n",
"25/25 [==============================] - ETA: 0s - loss: 0.5816 - accuracy: 0.8050\n",
"Epoch 12: val_loss did not improve from 0.80178\n",
"25/25 [==============================] - 252s 10s/step - loss: 0.5816 - accuracy: 0.8050 - val_loss: 0.8396 - val_accuracy: 0.5750 - lr: 0.0010\n",
"Epoch 13/50\n",
"25/25 [==============================] - ETA: 0s - loss: 0.5517 - accuracy: 0.8150\n",
"Epoch 13: val_loss did not improve from 0.80178\n",
"25/25 [==============================] - 252s 10s/step - loss: 0.5517 - accuracy: 0.8150 - val_loss: 0.8330 - val_accuracy: 0.6313 - lr: 0.0010\n",
"Epoch 14/50\n",
"25/25 [==============================] - ETA: 0s - loss: 0.5516 - accuracy: 0.7900\n",
"Epoch 14: val_loss improved from 0.80178 to 0.76163, saving model to best_model.hdf5\n",
"25/25 [==============================] - 252s 10s/step - loss: 0.5516 - accuracy: 0.7900 - val_loss: 0.7616 - val_accuracy: 0.6313 - lr: 0.0010\n",
"Epoch 15/50\n",
"25/25 [==============================] - ETA: 0s - loss: 0.5298 - accuracy: 0.8528\n",
"Epoch 15: val_loss improved from 0.76163 to 0.73609, saving model to best_model.hdf5\n",
"25/25 [==============================] - 250s 10s/step - loss: 0.5298 - accuracy: 0.8528 - val_loss: 0.7361 - val_accuracy: 0.6687 - lr: 0.0010\n",
"Epoch 16/50\n",
"25/25 [==============================] - ETA: 0s - loss: 0.5405 - accuracy: 0.8426\n",
"Epoch 16: val_loss did not improve from 0.73609\n",
"25/25 [==============================] - 250s 10s/step - loss: 0.5405 - accuracy: 0.8426 - val_loss: 0.7953 - val_accuracy: 0.6313 - lr: 0.0010\n",
"Epoch 17/50\n",
"25/25 [==============================] - ETA: 0s - loss: 0.5123 - accuracy: 0.8100\n",
"Epoch 17: val_loss did not improve from 0.73609\n",
"25/25 [==============================] - 251s 10s/step - loss: 0.5123 - accuracy: 0.8100 - val_loss: 0.8120 - val_accuracy: 0.5813 - lr: 0.0010\n",
"Epoch 18/50\n",
"25/25 [==============================] - ETA: 0s - loss: 0.4888 - accuracy: 0.8579\n",
"Epoch 18: val_loss did not improve from 0.73609\n",
"25/25 [==============================] - 250s 10s/step - loss: 0.4888 - accuracy: 0.8579 - val_loss: 0.8006 - val_accuracy: 0.6500 - lr: 0.0010\n",
"Epoch 19/50\n",
"25/25 [==============================] - ETA: 0s - loss: 0.4427 - accuracy: 0.8700\n",
"Epoch 19: val_loss did not improve from 0.73609\n",
"25/25 [==============================] - 252s 10s/step - loss: 0.4427 - accuracy: 0.8700 - val_loss: 0.9685 - val_accuracy: 0.4688 - lr: 0.0010\n",
"Epoch 20/50\n",
"25/25 [==============================] - ETA: 0s - loss: 0.4821 - accuracy: 0.8400\n",
"Epoch 20: val_loss did not improve from 0.73609\n",
"25/25 [==============================] - 252s 10s/step - loss: 0.4821 - accuracy: 0.8400 - val_loss: 0.7840 - val_accuracy: 0.6250 - lr: 0.0010\n",
"Epoch 21/50\n",
"25/25 [==============================] - ETA: 0s - loss: 0.4456 - accuracy: 0.8750\n",
"Epoch 21: val_loss improved from 0.73609 to 0.68694, saving model to best_model.hdf5\n",
"25/25 [==============================] - 252s 10s/step - loss: 0.4456 - accuracy: 0.8750 - val_loss: 0.6869 - val_accuracy: 0.6625 - lr: 0.0010\n",
"Epoch 22/50\n",
"25/25 [==============================] - ETA: 0s - loss: 0.4525 - accuracy: 0.8325\n",
"Epoch 22: val_loss did not improve from 0.68694\n",
"25/25 [==============================] - 251s 10s/step - loss: 0.4525 - accuracy: 0.8325 - val_loss: 0.7965 - val_accuracy: 0.6062 - lr: 0.0010\n",
"Epoch 23/50\n",
"25/25 [==============================] - ETA: 0s - loss: 0.4823 - accuracy: 0.8450\n",
"Epoch 23: val_loss did not improve from 0.68694\n",
"25/25 [==============================] - 252s 10s/step - loss: 0.4823 - accuracy: 0.8450 - val_loss: 0.7557 - val_accuracy: 0.6500 - lr: 0.0010\n",
"Epoch 24/50\n",
"25/25 [==============================] - ETA: 0s - loss: 0.4909 - accuracy: 0.8400\n",
"Epoch 24: ReduceLROnPlateau reducing learning rate to 0.0005000000237487257.\n",
"\n",
"Epoch 24: val_loss did not improve from 0.68694\n",
"25/25 [==============================] - 199s 8s/step - loss: 0.4909 - accuracy: 0.8400 - val_loss: 0.7473 - val_accuracy: 0.6687 - lr: 0.0010\n",
"Epoch 25/50\n",
"25/25 [==============================] - ETA: 0s - loss: 0.4361 - accuracy: 0.9000\n",
"Epoch 25: val_loss did not improve from 0.68694\n",
"25/25 [==============================] - 251s 10s/step - loss: 0.4361 - accuracy: 0.9000 - val_loss: 0.7168 - val_accuracy: 0.6812 - lr: 5.0000e-04\n",
"Epoch 26/50\n",
"25/25 [==============================] - ETA: 0s - loss: 0.4049 - accuracy: 0.9137\n",
"Epoch 26: val_loss did not improve from 0.68694\n",
"25/25 [==============================] - 194s 8s/step - loss: 0.4049 - accuracy: 0.9137 - val_loss: 0.7614 - val_accuracy: 0.6687 - lr: 5.0000e-04\n",
"Epoch 27/50\n",
"25/25 [==============================] - ETA: 0s - loss: 0.3954 - accuracy: 0.9239\n",
"Epoch 27: val_loss did not improve from 0.68694\n",
"25/25 [==============================] - 195s 8s/step - loss: 0.3954 - accuracy: 0.9239 - val_loss: 0.7319 - val_accuracy: 0.6562 - lr: 5.0000e-04\n",
"Epoch 28/50\n",
"25/25 [==============================] - ETA: 0s - loss: 0.3891 - accuracy: 0.9000\n",
"Epoch 28: val_loss did not improve from 0.68694\n",
"25/25 [==============================] - 194s 8s/step - loss: 0.3891 - accuracy: 0.9000 - val_loss: 0.7099 - val_accuracy: 0.6625 - lr: 5.0000e-04\n",
"Epoch 29/50\n",
"25/25 [==============================] - ETA: 0s - loss: 0.3775 - accuracy: 0.9450\n",
"Epoch 29: val_loss did not improve from 0.68694\n",
"25/25 [==============================] - 252s 10s/step - loss: 0.3775 - accuracy: 0.9450 - val_loss: 0.7876 - val_accuracy: 0.6062 - lr: 5.0000e-04\n",
"Epoch 30/50\n",
"25/25 [==============================] - ETA: 0s - loss: 0.4013 - accuracy: 0.9036\n",
"Epoch 30: val_loss did not improve from 0.68694\n",
"25/25 [==============================] - 192s 8s/step - loss: 0.4013 - accuracy: 0.9036 - val_loss: 0.7355 - val_accuracy: 0.6750 - lr: 5.0000e-04\n",
"Epoch 31/50\n",
"25/25 [==============================] - ETA: 0s - loss: 0.3815 - accuracy: 0.9086\n",
"Epoch 31: val_loss did not improve from 0.68694\n",
"25/25 [==============================] - 249s 10s/step - loss: 0.3815 - accuracy: 0.9086 - val_loss: 0.6879 - val_accuracy: 0.6875 - lr: 5.0000e-04\n",
"Epoch 32/50\n",
"25/25 [==============================] - ETA: 0s - loss: 0.3832 - accuracy: 0.9086\n",
"Epoch 32: val_loss did not improve from 0.68694\n",
"25/25 [==============================] - 250s 10s/step - loss: 0.3832 - accuracy: 0.9086 - val_loss: 0.7527 - val_accuracy: 0.6812 - lr: 5.0000e-04\n",
"Epoch 33/50\n",
"25/25 [==============================] - ETA: 0s - loss: 0.3953 - accuracy: 0.8850\n",
"Epoch 33: val_loss did not improve from 0.68694\n",
"25/25 [==============================] - 251s 10s/step - loss: 0.3953 - accuracy: 0.8850 - val_loss: 0.7347 - val_accuracy: 0.6625 - lr: 5.0000e-04\n",
"Epoch 34/50\n",
"25/25 [==============================] - ETA: 0s - loss: 0.4209 - accuracy: 0.8950\n",
"Epoch 34: ReduceLROnPlateau reducing learning rate to 0.0002500000118743628.\n",
"\n",
"Epoch 34: val_loss did not improve from 0.68694\n",
"25/25 [==============================] - 251s 10s/step - loss: 0.4209 - accuracy: 0.8950 - val_loss: 0.7254 - val_accuracy: 0.6750 - lr: 5.0000e-04\n",
"Epoch 35/50\n",
"25/25 [==============================] - ETA: 0s - loss: 0.3744 - accuracy: 0.9137\n",
"Epoch 35: val_loss did not improve from 0.68694\n",
"25/25 [==============================] - 249s 10s/step - loss: 0.3744 - accuracy: 0.9137 - val_loss: 0.7610 - val_accuracy: 0.6687 - lr: 2.5000e-04\n",
"Epoch 36/50\n",
"25/25 [==============================] - ETA: 0s - loss: 0.3922 - accuracy: 0.9239\n",
"Epoch 36: val_loss did not improve from 0.68694\n",
"25/25 [==============================] - 196s 8s/step - loss: 0.3922 - accuracy: 0.9239 - val_loss: 0.7241 - val_accuracy: 0.6625 - lr: 2.5000e-04\n",
"Epoch 37/50\n",
"25/25 [==============================] - ETA: 0s - loss: 0.3712 - accuracy: 0.9350\n",
"Epoch 37: val_loss did not improve from 0.68694\n",
"25/25 [==============================] - 251s 10s/step - loss: 0.3712 - accuracy: 0.9350 - val_loss: 0.7297 - val_accuracy: 0.6562 - lr: 2.5000e-04\n",
"Epoch 38/50\n",
"25/25 [==============================] - ETA: 0s - loss: 0.3733 - accuracy: 0.9086\n",
"Epoch 38: val_loss improved from 0.68694 to 0.66075, saving model to best_model.hdf5\n",
"25/25 [==============================] - 252s 10s/step - loss: 0.3733 - accuracy: 0.9086 - val_loss: 0.6608 - val_accuracy: 0.7375 - lr: 2.5000e-04\n",
"Epoch 39/50\n",
"25/25 [==============================] - ETA: 0s - loss: 0.3951 - accuracy: 0.9086\n",
"Epoch 39: val_loss did not improve from 0.66075\n",
"25/25 [==============================] - 253s 10s/step - loss: 0.3951 - accuracy: 0.9086 - val_loss: 0.6667 - val_accuracy: 0.6938 - lr: 2.5000e-04\n",
"Epoch 40/50\n",
"25/25 [==============================] - ETA: 0s - loss: 0.3991 - accuracy: 0.9200\n",
"Epoch 40: val_loss did not improve from 0.66075\n",
"25/25 [==============================] - 252s 10s/step - loss: 0.3991 - accuracy: 0.9200 - val_loss: 0.7074 - val_accuracy: 0.6938 - lr: 2.5000e-04\n",
"Epoch 41/50\n",
"25/25 [==============================] - ETA: 0s - loss: 0.3406 - accuracy: 0.9300\n",
"Epoch 41: val_loss did not improve from 0.66075\n",
"25/25 [==============================] - 200s 8s/step - loss: 0.3406 - accuracy: 0.9300 - val_loss: 0.6961 - val_accuracy: 0.7063 - lr: 2.5000e-04\n",
"Epoch 42/50\n",
"25/25 [==============================] - ETA: 0s - loss: 0.3566 - accuracy: 0.9543\n",
"Epoch 42: val_loss improved from 0.66075 to 0.65473, saving model to best_model.hdf5\n",
"25/25 [==============================] - 250s 10s/step - loss: 0.3566 - accuracy: 0.9543 - val_loss: 0.6547 - val_accuracy: 0.7188 - lr: 2.5000e-04\n",
"Epoch 43/50\n",
"25/25 [==============================] - ETA: 0s - loss: 0.3717 - accuracy: 0.9100\n",
"Epoch 43: val_loss did not improve from 0.65473\n",
"25/25 [==============================] - 199s 8s/step - loss: 0.3717 - accuracy: 0.9100 - val_loss: 0.6910 - val_accuracy: 0.6750 - lr: 2.5000e-04\n",
"Epoch 44/50\n",
"25/25 [==============================] - ETA: 0s - loss: 0.3769 - accuracy: 0.8950\n",
"Epoch 44: val_loss did not improve from 0.65473\n",
"25/25 [==============================] - 251s 10s/step - loss: 0.3769 - accuracy: 0.8950 - val_loss: 0.7216 - val_accuracy: 0.6812 - lr: 2.5000e-04\n",
"Epoch 45/50\n",
"25/25 [==============================] - ETA: 0s - loss: 0.3448 - accuracy: 0.9400\n",
"Epoch 45: val_loss did not improve from 0.65473\n",
"25/25 [==============================] - 253s 10s/step - loss: 0.3448 - accuracy: 0.9400 - val_loss: 0.7515 - val_accuracy: 0.6250 - lr: 2.5000e-04\n",
"Epoch 46/50\n",
"25/25 [==============================] - ETA: 0s - loss: 0.3580 - accuracy: 0.9200\n",
"Epoch 46: ReduceLROnPlateau reducing learning rate to 0.0001250000059371814.\n",
"\n",
"Epoch 46: val_loss did not improve from 0.65473\n",
"25/25 [==============================] - 254s 10s/step - loss: 0.3580 - accuracy: 0.9200 - val_loss: 0.6665 - val_accuracy: 0.7125 - lr: 2.5000e-04\n",
"Epoch 47/50\n",
"25/25 [==============================] - ETA: 0s - loss: 0.3642 - accuracy: 0.9300\n",
"Epoch 47: val_loss did not improve from 0.65473\n",
"25/25 [==============================] - 254s 10s/step - loss: 0.3642 - accuracy: 0.9300 - val_loss: 0.7167 - val_accuracy: 0.6562 - lr: 1.2500e-04\n",
"Epoch 47: early stopping\n",
"Final training accuracy = 0.9300000071525574\n",
"Final testing accuracy = 0.65625\n"
]
}
],
"source": [
"# Train the model with the training and validation data generators\n",
"history = model.fit(\n",
" train_generator,\n",
" steps_per_epoch=25,\n",
" epochs=50,\n",
" callbacks=[learning_rate_reduction, early_stops, checkpointer],\n",
" validation_data=validation_generator,\n",
" validation_steps=20\n",
")\n",
"\n",
"print(\"Final training accuracy =\", history.history['accuracy'][-1])\n",
"print(\"Final testing accuracy =\", history.history['val_accuracy'][-1])\n"
]
},
{
"cell_type": "code",
"execution_count": 69,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 1000
},
"id": "j19VBeievBu3",
"outputId": "0b6c01eb-0959-4f01-e403-92a40be776b5"
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x1000 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Function to display training curves for loss and accuracy\n",
"def display_training_curves(training, validation, title, subplot):\n",
" if subplot % 10 == 1:\n",
" plt.subplots(figsize=(10, 10), facecolor='#F0F0F0')\n",
" plt.tight_layout()\n",
" ax = plt.subplot(subplot)\n",
" ax.set_facecolor('#F8F8F8')\n",
" ax.plot(training)\n",
" ax.plot(validation)\n",
" ax.set_title('model ' + title)\n",
" ax.set_ylabel(title)\n",
" ax.set_xlabel('epoch')\n",
" ax.legend(['train', 'valid.'])\n",
"\n",
"# Display training curves for loss and accuracy\n",
"display_training_curves(history.history['loss'], history.history['val_loss'], 'loss', 211)\n",
"display_training_curves(history.history['accuracy'], history.history['val_accuracy'], 'accuracy', 212)\n"
]
},
{
"cell_type": "code",
"execution_count": 71,
"metadata": {
"id": "h-84u6lCauRe"
},
"outputs": [],
"source": [
"# Save the trained model\n",
"model.save('/content/drive/MyDrive/dataset/trained_lung_cancer_model.h5')\n"
]
},
{
"cell_type": "code",
"execution_count": 77,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 463
},
"id": "m6dlUjpwazCH",
"outputId": "a63f1e24-dde0-45f7-8f4b-5dff63a85a54"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"1/1 [==============================] - 2s 2s/step\n",
"The image belongs to class: squamous.cell.carcinoma_left.hilum_T1_N2_M0_IIIa\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Function to load and preprocess an image for prediction\n",
"from tensorflow.keras.preprocessing import image\n",
"import numpy as np\n",
"\n",
"# Define a function to load and preprocess the image\n",
"def load_and_preprocess_image(img_path, target_size):\n",
" img = image.load_img(img_path, target_size=target_size)\n",
" img_array = image.img_to_array(img)\n",
" img_array = np.expand_dims(img_array, axis=0)\n",
" img_array /= 255.0 # Rescale the image like the training images\n",
" return img_array\n",
"\n",
"# Load, preprocess, and predict the class of an image\n",
"img_path = '/content/sq.png'\n",
"img = load_and_preprocess_image(img_path, IMAGE_SIZE)\n",
"\n",
"# Make a prediction\n",
"predictions = model.predict(img)\n",
"predicted_class = np.argmax(predictions[0])\n",
"\n",
"# Map the predicted class to the class label\n",
"class_labels = list(train_generator.class_indices.keys())\n",
"predicted_label = class_labels[predicted_class]\n",
"\n",
"# Print the predicted class\n",
"print(f\"The image belongs to class: {predicted_label}\")\n",
"\n",
"# Display the image with the predicted class\n",
"plt.imshow(image.load_img(img_path, target_size=IMAGE_SIZE))\n",
"plt.title(f\"Predicted: {predicted_label}\")\n",
"plt.axis('off')\n",
"plt.show()\n"
]
},
{
"cell_type": "code",
"execution_count": 78,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 463
},
"id": "JwYpmD_gbBeg",
"outputId": "261687e2-7a94-4311-dd5a-8945928802a3"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"1/1 [==============================] - 1s 979ms/step\n",
"The image belongs to class: adenocarcinoma_left.lower.lobe_T2_N0_M0_Ib\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from tensorflow.keras.preprocessing import image\n",
"import numpy as np\n",
"\n",
"# Define a function to load and preprocess the image\n",
"def load_and_preprocess_image(img_path, target_size):\n",
" img = image.load_img(img_path, target_size=target_size)\n",
" img_array = image.img_to_array(img)\n",
" img_array = np.expand_dims(img_array, axis=0)\n",
" img_array /= 255.0 # Rescale the image like the training images\n",
" return img_array\n",
"\n",
"# Load an image from your drive\n",
"img_path = '/content/ad3.png'\n",
"img = load_and_preprocess_image(img_path, IMAGE_SIZE)\n",
"\n",
"# Make a prediction\n",
"predictions = model.predict(img)\n",
"predicted_class = np.argmax(predictions[0])\n",
"\n",
"# Map the predicted class to the class label\n",
"class_labels = list(train_generator.class_indices.keys())\n",
"predicted_label = class_labels[predicted_class]\n",
"\n",
"# Print the predicted class\n",
"print(f\"The image belongs to class: {predicted_label}\")\n",
"\n",
"# Display the image\n",
"plt.imshow(image.load_img(img_path, target_size=IMAGE_SIZE))\n",
"plt.title(f\"Predicted: {predicted_label}\")\n",
"plt.axis('off')\n",
"plt.show()\n"
]
},
{
"cell_type": "code",
"execution_count": 79,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 463
},
"id": "BqLwxHo5cOcW",
"outputId": "86bfc946-ad65-405d-b01d-eb20963a12ee"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"1/1 [==============================] - 1s 747ms/step\n",
"The image belongs to class: large.cell.carcinoma_left.hilum_T2_N2_M0_IIIa\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from tensorflow.keras.preprocessing import image\n",
"import numpy as np\n",
"\n",
"# Define a function to load and preprocess the image\n",
"def load_and_preprocess_image(img_path, target_size):\n",
" img = image.load_img(img_path, target_size=target_size)\n",
" img_array = image.img_to_array(img)\n",
" img_array = np.expand_dims(img_array, axis=0)\n",
" img_array /= 255.0 # Rescale the image like the training images\n",
" return img_array\n",
"\n",
"# Load an image from your drive\n",
"img_path = '/content/l3.png'\n",
"img = load_and_preprocess_image(img_path, IMAGE_SIZE)\n",
"\n",
"# Make a prediction\n",
"predictions = model.predict(img)\n",
"predicted_class = np.argmax(predictions[0])\n",
"\n",
"# Map the predicted class to the class label\n",
"class_labels = list(train_generator.class_indices.keys())\n",
"predicted_label = class_labels[predicted_class]\n",
"\n",
"# Print the predicted class\n",
"print(f\"The image belongs to class: {predicted_label}\")\n",
"\n",
"# Display the image\n",
"plt.imshow(image.load_img(img_path, target_size=IMAGE_SIZE))\n",
"plt.title(f\"Predicted: {predicted_label}\")\n",
"plt.axis('off')\n",
"plt.show()\n"
]
},
{
"cell_type": "code",
"execution_count": 80,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 463
},
"id": "nsqt-qsYcUzy",
"outputId": "1c994f1c-7e14-45dd-961c-050ea68d019a"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"1/1 [==============================] - 1s 796ms/step\n",
"The image belongs to class: normal\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from tensorflow.keras.preprocessing import image\n",
"import numpy as np\n",
"\n",
"# Define a function to load and preprocess the image\n",
"def load_and_preprocess_image(img_path, target_size):\n",
" img = image.load_img(img_path, target_size=target_size)\n",
" img_array = image.img_to_array(img)\n",
" img_array = np.expand_dims(img_array, axis=0)\n",
" img_array /= 255.0 # Rescale the image like the training images\n",
" return img_array\n",
"\n",
"# Load an image from your drive\n",
"img_path = '/content/n8.jpg'\n",
"img = load_and_preprocess_image(img_path, IMAGE_SIZE)\n",
"\n",
"# Make a prediction\n",
"predictions = model.predict(img)\n",
"predicted_class = np.argmax(predictions[0])\n",
"\n",
"# Map the predicted class to the class label\n",
"class_labels = list(train_generator.class_indices.keys())\n",
"predicted_label = class_labels[predicted_class]\n",
"\n",
"# Print the predicted class\n",
"print(f\"The image belongs to class: {predicted_label}\")\n",
"\n",
"# Display the image\n",
"plt.imshow(image.load_img(img_path, target_size=IMAGE_SIZE))\n",
"plt.title(f\"Predicted: {predicted_label}\")\n",
"plt.axis('off')\n",
"plt.show()\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "11Ckj0SQca-h"
},
"outputs": [],
"source": []
}
],
"metadata": {
"colab": {
"provenance": []
},
"kernelspec": {
"display_name": "Python 3",
"name": "python3"
},
"language_info": {
"name": "python"
}
},
"nbformat": 4,
"nbformat_minor": 0
}