Datasets
Models
Downloads: 1
1768 lines (1768 with data), 890.6 kB
{
"cells": [
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "QYPtQQ2iemC8",
"outputId": "e1bd1cae-9e7a-41af-a011-bbd5e8208b7e"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Sun Oct 1 08:04:25 2023 \n",
"+-----------------------------------------------------------------------------+\n",
"| NVIDIA-SMI 525.105.17 Driver Version: 525.105.17 CUDA Version: 12.0 |\n",
"|-------------------------------+----------------------+----------------------+\n",
"| GPU Name Persistence-M| Bus-Id Disp.A | Volatile Uncorr. ECC |\n",
"| Fan Temp Perf Pwr:Usage/Cap| Memory-Usage | GPU-Util Compute M. |\n",
"| | | MIG M. |\n",
"|===============================+======================+======================|\n",
"| 0 Tesla T4 Off | 00000000:00:04.0 Off | 0 |\n",
"| N/A 39C P8 9W / 70W | 0MiB / 15360MiB | 0% Default |\n",
"| | | N/A |\n",
"+-------------------------------+----------------------+----------------------+\n",
" \n",
"+-----------------------------------------------------------------------------+\n",
"| Processes: |\n",
"| GPU GI CI PID Type Process name GPU Memory |\n",
"| ID ID Usage |\n",
"|=============================================================================|\n",
"| No running processes found |\n",
"+-----------------------------------------------------------------------------+\n"
]
}
],
"source": [
"!nvidia-smi # to test GPU"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "4GN03YpIeuSr",
"outputId": "a2697ea2-11ef-44c4-9b92-211809d5124f"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Collecting ultralytics\n",
" Downloading ultralytics-8.0.194-py3-none-any.whl (617 kB)\n",
"\u001b[?25l \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m0.0/617.4 kB\u001b[0m \u001b[31m?\u001b[0m eta \u001b[36m-:--:--\u001b[0m\r\u001b[2K \u001b[91m━━━━━━━━━━━━\u001b[0m\u001b[90m╺\u001b[0m\u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m194.6/617.4 kB\u001b[0m \u001b[31m5.9 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m\r\u001b[2K \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m\u001b[90m━━━\u001b[0m \u001b[32m563.2/617.4 kB\u001b[0m \u001b[31m8.0 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m\r\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m617.4/617.4 kB\u001b[0m \u001b[31m7.2 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
"\u001b[?25hRequirement already satisfied: matplotlib>=3.3.0 in /usr/local/lib/python3.10/dist-packages (from ultralytics) (3.7.1)\n",
"Requirement already satisfied: numpy>=1.22.2 in /usr/local/lib/python3.10/dist-packages (from ultralytics) (1.23.5)\n",
"Requirement already satisfied: opencv-python>=4.6.0 in /usr/local/lib/python3.10/dist-packages (from ultralytics) (4.8.0.76)\n",
"Requirement already satisfied: pillow>=7.1.2 in /usr/local/lib/python3.10/dist-packages (from ultralytics) (9.4.0)\n",
"Requirement already satisfied: pyyaml>=5.3.1 in /usr/local/lib/python3.10/dist-packages (from ultralytics) (6.0.1)\n",
"Requirement already satisfied: requests>=2.23.0 in /usr/local/lib/python3.10/dist-packages (from ultralytics) (2.31.0)\n",
"Requirement already satisfied: scipy>=1.4.1 in /usr/local/lib/python3.10/dist-packages (from ultralytics) (1.11.3)\n",
"Requirement already satisfied: torch>=1.8.0 in /usr/local/lib/python3.10/dist-packages (from ultralytics) (2.0.1+cu118)\n",
"Requirement already satisfied: torchvision>=0.9.0 in /usr/local/lib/python3.10/dist-packages (from ultralytics) (0.15.2+cu118)\n",
"Requirement already satisfied: tqdm>=4.64.0 in /usr/local/lib/python3.10/dist-packages (from ultralytics) (4.66.1)\n",
"Requirement already satisfied: pandas>=1.1.4 in /usr/local/lib/python3.10/dist-packages (from ultralytics) (1.5.3)\n",
"Requirement already satisfied: seaborn>=0.11.0 in /usr/local/lib/python3.10/dist-packages (from ultralytics) (0.12.2)\n",
"Requirement already satisfied: psutil in /usr/local/lib/python3.10/dist-packages (from ultralytics) (5.9.5)\n",
"Requirement already satisfied: py-cpuinfo in /usr/local/lib/python3.10/dist-packages (from ultralytics) (9.0.0)\n",
"Collecting thop>=0.1.1 (from ultralytics)\n",
" Downloading thop-0.1.1.post2209072238-py3-none-any.whl (15 kB)\n",
"Requirement already satisfied: contourpy>=1.0.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib>=3.3.0->ultralytics) (1.1.1)\n",
"Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.10/dist-packages (from matplotlib>=3.3.0->ultralytics) (0.12.0)\n",
"Requirement already satisfied: fonttools>=4.22.0 in /usr/local/lib/python3.10/dist-packages (from matplotlib>=3.3.0->ultralytics) (4.43.0)\n",
"Requirement already satisfied: kiwisolver>=1.0.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib>=3.3.0->ultralytics) (1.4.5)\n",
"Requirement already satisfied: packaging>=20.0 in /usr/local/lib/python3.10/dist-packages (from matplotlib>=3.3.0->ultralytics) (23.2)\n",
"Requirement already satisfied: pyparsing>=2.3.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib>=3.3.0->ultralytics) (3.1.1)\n",
"Requirement already satisfied: python-dateutil>=2.7 in /usr/local/lib/python3.10/dist-packages (from matplotlib>=3.3.0->ultralytics) (2.8.2)\n",
"Requirement already satisfied: pytz>=2020.1 in /usr/local/lib/python3.10/dist-packages (from pandas>=1.1.4->ultralytics) (2023.3.post1)\n",
"Requirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.10/dist-packages (from requests>=2.23.0->ultralytics) (3.3.0)\n",
"Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.10/dist-packages (from requests>=2.23.0->ultralytics) (3.4)\n",
"Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.10/dist-packages (from requests>=2.23.0->ultralytics) (2.0.6)\n",
"Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.10/dist-packages (from requests>=2.23.0->ultralytics) (2023.7.22)\n",
"Requirement already satisfied: filelock in /usr/local/lib/python3.10/dist-packages (from torch>=1.8.0->ultralytics) (3.12.4)\n",
"Requirement already satisfied: typing-extensions in /usr/local/lib/python3.10/dist-packages (from torch>=1.8.0->ultralytics) (4.5.0)\n",
"Requirement already satisfied: sympy in /usr/local/lib/python3.10/dist-packages (from torch>=1.8.0->ultralytics) (1.12)\n",
"Requirement already satisfied: networkx in /usr/local/lib/python3.10/dist-packages (from torch>=1.8.0->ultralytics) (3.1)\n",
"Requirement already satisfied: jinja2 in /usr/local/lib/python3.10/dist-packages (from torch>=1.8.0->ultralytics) (3.1.2)\n",
"Requirement already satisfied: triton==2.0.0 in /usr/local/lib/python3.10/dist-packages (from torch>=1.8.0->ultralytics) (2.0.0)\n",
"Requirement already satisfied: cmake in /usr/local/lib/python3.10/dist-packages (from triton==2.0.0->torch>=1.8.0->ultralytics) (3.27.6)\n",
"Requirement already satisfied: lit in /usr/local/lib/python3.10/dist-packages (from triton==2.0.0->torch>=1.8.0->ultralytics) (17.0.2)\n",
"Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.10/dist-packages (from python-dateutil>=2.7->matplotlib>=3.3.0->ultralytics) (1.16.0)\n",
"Requirement already satisfied: MarkupSafe>=2.0 in /usr/local/lib/python3.10/dist-packages (from jinja2->torch>=1.8.0->ultralytics) (2.1.3)\n",
"Requirement already satisfied: mpmath>=0.19 in /usr/local/lib/python3.10/dist-packages (from sympy->torch>=1.8.0->ultralytics) (1.3.0)\n",
"Installing collected packages: thop, ultralytics\n",
"Successfully installed thop-0.1.1.post2209072238 ultralytics-8.0.194\n"
]
}
],
"source": [
"!pip install ultralytics"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "Wu6vpSU7evlG",
"outputId": "8f72a394-559d-4fbe-a07f-b0926ab24f6f"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"/content\n"
]
}
],
"source": [
"import os\n",
"HOME = os.getcwd()\n",
"print(HOME)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "921HEadvewns",
"outputId": "e03a6e2d-45ba-4083-dfe9-37804b10244d"
},
"outputs": [
{
"output_type": "stream",
"name": "stderr",
"text": [
"Ultralytics YOLOv8.0.20 🚀 Python-3.10.12 torch-2.0.1+cu118 CPU\n",
"Setup complete ✅ (2 CPUs, 12.7 GB RAM, 26.5/107.7 GB disk)\n"
]
}
],
"source": [
"!pip install ultralytics==8.0.20\n",
"\n",
"from IPython import display\n",
"display.clear_output()\n",
"\n",
"import ultralytics\n",
"ultralytics.checks()\n"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"id": "jd83iMsAex1E"
},
"outputs": [],
"source": [
"from ultralytics import YOLO\n",
"\n",
"from IPython.display import display, Image"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "Z0R_BebxezNH",
"outputId": "8f9cebab-05d2-4619-9818-9891d36818e2"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Mounted at /content/drive\n"
]
}
],
"source": [
"from google.colab import drive\n",
"drive.mount('/content/drive')"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "kXev8CgFezHG",
"outputId": "559196ae-8ac6-4265-b450-29bd3b3d7817"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"/content/drive/MyDrive/WCEbleedGen\n"
]
}
],
"source": [
"%cd /content/drive/MyDrive/WCEbleedGen"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "4nxmimSUe1u5",
"outputId": "96edfb57-5eb8-4160-a254-1f31fb8ca4d7"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"/content/drive/MyDrive/WCEbleedGen\n",
"Downloading https://github.com/ultralytics/assets/releases/download/v0.0.0/yolov8s.pt to yolov8s.pt...\n",
"100% 21.5M/21.5M [00:00<00:00, 134MB/s] \n",
"\n",
"Ultralytics YOLOv8.0.20 🚀 Python-3.10.12 torch-2.0.1+cu118 CUDA:0 (Tesla T4, 15102MiB)\n",
"\u001b[34m\u001b[1myolo/engine/trainer: \u001b[0mtask=detect, mode=train, model=yolov8s.yaml, data=data.yaml, epochs=75, patience=50, batch=16, imgsz=224, save=True, cache=False, device=, workers=8, project=None, name=None, exist_ok=False, pretrained=False, optimizer=SGD, verbose=True, seed=0, deterministic=True, single_cls=False, image_weights=False, rect=False, cos_lr=False, close_mosaic=10, resume=False, overlap_mask=True, mask_ratio=4, dropout=False, val=True, save_json=False, save_hybrid=False, conf=0.001, iou=0.7, max_det=300, half=False, dnn=False, plots=True, source=ultralytics/assets/, show=False, save_txt=False, save_conf=False, save_crop=False, hide_labels=False, hide_conf=False, vid_stride=1, line_thickness=3, visualize=False, augment=False, agnostic_nms=False, classes=None, retina_masks=False, boxes=True, format=torchscript, keras=False, optimize=False, int8=False, dynamic=False, simplify=False, opset=17, workspace=4, nms=False, lr0=0.01, lrf=0.01, momentum=0.937, weight_decay=0.001, warmup_epochs=3.0, warmup_momentum=0.8, warmup_bias_lr=0.1, box=7.5, cls=0.5, dfl=1.5, fl_gamma=0.0, label_smoothing=0.0, nbs=64, hsv_h=0.015, hsv_s=0.7, hsv_v=0.4, degrees=0.0, translate=0.1, scale=0.5, shear=0.0, perspective=0.0, flipud=0.0, fliplr=0.5, mosaic=1.0, mixup=0.0, copy_paste=0.0, cfg=None, v5loader=False, save_dir=runs/detect/train\n",
"Downloading https://ultralytics.com/assets/Arial.ttf to /root/.config/Ultralytics/Arial.ttf...\n",
"100% 755k/755k [00:00<00:00, 14.4MB/s]\n",
"2023-10-01 08:06:18.539754: I tensorflow/core/platform/cpu_feature_guard.cc:182] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.\n",
"To enable the following instructions: AVX2 FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.\n",
"2023-10-01 08:06:19.474366: W tensorflow/compiler/tf2tensorrt/utils/py_utils.cc:38] TF-TRT Warning: Could not find TensorRT\n",
"Overriding model.yaml nc=80 with nc=2\n",
"\n",
" from n params module arguments \n",
" 0 -1 1 928 ultralytics.nn.modules.Conv [3, 32, 3, 2] \n",
" 1 -1 1 18560 ultralytics.nn.modules.Conv [32, 64, 3, 2] \n",
" 2 -1 1 29056 ultralytics.nn.modules.C2f [64, 64, 1, True] \n",
" 3 -1 1 73984 ultralytics.nn.modules.Conv [64, 128, 3, 2] \n",
" 4 -1 2 197632 ultralytics.nn.modules.C2f [128, 128, 2, True] \n",
" 5 -1 1 295424 ultralytics.nn.modules.Conv [128, 256, 3, 2] \n",
" 6 -1 2 788480 ultralytics.nn.modules.C2f [256, 256, 2, True] \n",
" 7 -1 1 1180672 ultralytics.nn.modules.Conv [256, 512, 3, 2] \n",
" 8 -1 1 1838080 ultralytics.nn.modules.C2f [512, 512, 1, True] \n",
" 9 -1 1 656896 ultralytics.nn.modules.SPPF [512, 512, 5] \n",
" 10 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest'] \n",
" 11 [-1, 6] 1 0 ultralytics.nn.modules.Concat [1] \n",
" 12 -1 1 591360 ultralytics.nn.modules.C2f [768, 256, 1] \n",
" 13 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest'] \n",
" 14 [-1, 4] 1 0 ultralytics.nn.modules.Concat [1] \n",
" 15 -1 1 148224 ultralytics.nn.modules.C2f [384, 128, 1] \n",
" 16 -1 1 147712 ultralytics.nn.modules.Conv [128, 128, 3, 2] \n",
" 17 [-1, 12] 1 0 ultralytics.nn.modules.Concat [1] \n",
" 18 -1 1 493056 ultralytics.nn.modules.C2f [384, 256, 1] \n",
" 19 -1 1 590336 ultralytics.nn.modules.Conv [256, 256, 3, 2] \n",
" 20 [-1, 9] 1 0 ultralytics.nn.modules.Concat [1] \n",
" 21 -1 1 1969152 ultralytics.nn.modules.C2f [768, 512, 1] \n",
" 22 [15, 18, 21] 1 2116822 ultralytics.nn.modules.Detect [2, [128, 256, 512]] \n",
"Model summary: 225 layers, 11136374 parameters, 11136358 gradients, 28.6 GFLOPs\n",
"\n",
"Transferred 349/355 items from pretrained weights\n",
"\u001b[34m\u001b[1moptimizer:\u001b[0m SGD(lr=0.01) with parameter groups 57 weight(decay=0.0), 64 weight(decay=0.001), 63 bias\n",
"\u001b[34m\u001b[1mtrain: \u001b[0mScanning /content/drive/MyDrive/WCEbleedGen/YOLO8/train/labels.cache... 2094 images, 0 backgrounds, 0 corrupt: 100% 2094/2094 [00:00<?, ?it/s]\n",
"\u001b[34m\u001b[1malbumentations: \u001b[0mBlur(p=0.01, blur_limit=(3, 7)), MedianBlur(p=0.01, blur_limit=(3, 7)), ToGray(p=0.01), CLAHE(p=0.01, clip_limit=(1, 4.0), tile_grid_size=(8, 8))\n",
"\u001b[34m\u001b[1mval: \u001b[0mScanning /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/labels.cache... 523 images, 1 backgrounds, 0 corrupt: 100% 524/524 [00:00<?, ?it/s]\n",
"Image sizes 224 train, 224 val\n",
"Using 2 dataloader workers\n",
"Logging results to \u001b[1mruns/detect/train\u001b[0m\n",
"Starting training for 75 epochs...\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 1/75 0.996G 1.705 2.73 1.707 12 224: 100% 131/131 [01:06<00:00, 1.98it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 17/17 [00:49<00:00, 2.93s/it]\n",
" all 524 523 0.589 0.115 0.0639 0.0312\n",
" bleeding 524 261 0.178 0.23 0.128 0.0624\n",
" non-bleeding 524 262 1 0 0 0\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 2/75 1G 1.527 2.187 1.592 17 224: 100% 131/131 [00:45<00:00, 2.87it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 17/17 [00:04<00:00, 3.63it/s]\n",
" all 524 523 0.639 0.169 0.108 0.0481\n",
" bleeding 524 261 0.279 0.337 0.216 0.0962\n",
" non-bleeding 524 262 1 0 0 0\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 3/75 1G 1.568 2.136 1.526 9 224: 100% 131/131 [00:45<00:00, 2.87it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 17/17 [00:04<00:00, 3.91it/s]\n",
" all 524 523 0.68 0.169 0.114 0.0491\n",
" bleeding 524 261 0.36 0.337 0.228 0.0983\n",
" non-bleeding 524 262 1 0 0 0\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 4/75 1G 1.711 2.233 1.61 14 224: 100% 131/131 [00:45<00:00, 2.87it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 17/17 [00:04<00:00, 3.75it/s]\n",
" all 524 523 0.594 0.151 0.0632 0.0262\n",
" bleeding 524 261 0.188 0.303 0.126 0.0524\n",
" non-bleeding 524 262 1 0 0 0\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 5/75 1G 1.764 2.24 1.646 11 224: 100% 131/131 [00:44<00:00, 2.96it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 17/17 [00:04<00:00, 3.91it/s]\n",
" all 524 523 0.646 0.144 0.0844 0.0367\n",
" bleeding 524 261 0.292 0.287 0.169 0.0735\n",
" non-bleeding 524 262 1 0 0 0\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 6/75 1G 1.774 2.168 1.656 12 224: 100% 131/131 [00:44<00:00, 2.97it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 17/17 [00:05<00:00, 3.11it/s]\n",
" all 524 523 0.689 0.19 0.147 0.0649\n",
" bleeding 524 261 0.378 0.379 0.294 0.13\n",
" non-bleeding 524 262 1 0 0 0\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 7/75 1G 1.694 2.146 1.633 12 224: 100% 131/131 [00:44<00:00, 2.94it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 17/17 [00:04<00:00, 4.02it/s]\n",
" all 524 523 0.607 0.146 0.1 0.0483\n",
" bleeding 524 261 0.214 0.291 0.201 0.0967\n",
" non-bleeding 524 262 1 0 0 0\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 8/75 1G 1.689 2.061 1.61 14 224: 100% 131/131 [00:44<00:00, 2.91it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 17/17 [00:05<00:00, 2.97it/s]\n",
" all 524 523 0.699 0.167 0.127 0.0555\n",
" bleeding 524 261 0.398 0.333 0.255 0.111\n",
" non-bleeding 524 262 1 0 0 0\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 9/75 1G 1.67 2.026 1.602 11 224: 100% 131/131 [00:44<00:00, 2.95it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 17/17 [00:04<00:00, 3.88it/s]\n",
" all 524 523 0.72 0.184 0.173 0.0772\n",
" bleeding 524 261 0.44 0.368 0.346 0.154\n",
" non-bleeding 524 262 1 0 0 0\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 10/75 1G 1.66 2.011 1.573 9 224: 100% 131/131 [00:45<00:00, 2.91it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 17/17 [00:06<00:00, 2.81it/s]\n",
" all 524 523 0.159 0.199 0.15 0.0692\n",
" bleeding 524 261 0.319 0.398 0.301 0.138\n",
" non-bleeding 524 262 0 0 0 0\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 11/75 1G 1.61 1.959 1.546 18 224: 100% 131/131 [00:44<00:00, 2.96it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 17/17 [00:04<00:00, 4.01it/s]\n",
" all 524 523 0.651 0.183 0.138 0.0671\n",
" bleeding 524 261 0.302 0.366 0.276 0.134\n",
" non-bleeding 524 262 1 0 0 0\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 12/75 1G 1.598 1.905 1.537 13 224: 100% 131/131 [00:43<00:00, 2.98it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 17/17 [00:04<00:00, 3.77it/s]\n",
" all 524 523 0.717 0.181 0.174 0.0938\n",
" bleeding 524 261 0.434 0.362 0.347 0.188\n",
" non-bleeding 524 262 1 0 0 0\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 13/75 1G 1.607 1.934 1.535 16 224: 100% 131/131 [00:44<00:00, 2.96it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 17/17 [00:04<00:00, 3.92it/s]\n",
" all 524 523 0.723 0.206 0.191 0.101\n",
" bleeding 524 261 0.446 0.413 0.381 0.201\n",
" non-bleeding 524 262 1 0 0 0\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 14/75 1G 1.581 1.895 1.524 16 224: 100% 131/131 [00:45<00:00, 2.89it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 17/17 [00:04<00:00, 3.78it/s]\n",
" all 524 523 0.243 0.165 0.171 0.083\n",
" bleeding 524 261 0.485 0.33 0.342 0.166\n",
" non-bleeding 524 262 0 0 0 0\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 15/75 1G 1.57 1.87 1.543 17 224: 100% 131/131 [00:45<00:00, 2.88it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 17/17 [00:04<00:00, 3.71it/s]\n",
" all 524 523 0.246 0.232 0.202 0.101\n",
" bleeding 524 261 0.493 0.464 0.404 0.203\n",
" non-bleeding 524 262 0 0 0 0\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 16/75 1G 1.533 1.81 1.525 14 224: 100% 131/131 [00:44<00:00, 2.96it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 17/17 [00:04<00:00, 3.98it/s]\n",
" all 524 523 0.205 0.195 0.161 0.0787\n",
" bleeding 524 261 0.411 0.391 0.321 0.157\n",
" non-bleeding 524 262 0 0 0 0\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 17/75 1G 1.53 1.814 1.531 18 224: 100% 131/131 [00:44<00:00, 2.92it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 17/17 [00:05<00:00, 3.10it/s]\n",
" all 524 523 0.746 0.207 0.189 0.0849\n",
" bleeding 524 261 0.491 0.414 0.379 0.17\n",
" non-bleeding 524 262 1 0 0 0\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 18/75 1G 1.499 1.798 1.497 16 224: 100% 131/131 [00:43<00:00, 2.98it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 17/17 [00:04<00:00, 3.96it/s]\n",
" all 524 523 0.748 0.216 0.196 0.101\n",
" bleeding 524 261 0.496 0.433 0.393 0.202\n",
" non-bleeding 524 262 1 0 0 0\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 19/75 1G 1.524 1.803 1.5 14 224: 100% 131/131 [00:44<00:00, 2.96it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 17/17 [00:05<00:00, 2.91it/s]\n",
" all 524 523 0.741 0.195 0.174 0.0867\n",
" bleeding 524 261 0.483 0.391 0.348 0.173\n",
" non-bleeding 524 262 1 0 0 0\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 20/75 1G 1.499 1.752 1.487 17 224: 100% 131/131 [00:44<00:00, 2.93it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 17/17 [00:04<00:00, 3.94it/s]\n",
" all 524 523 0.755 0.224 0.206 0.109\n",
" bleeding 524 261 0.51 0.448 0.413 0.218\n",
" non-bleeding 524 262 1 0 0 0\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 21/75 1G 1.506 1.729 1.493 15 224: 100% 131/131 [00:45<00:00, 2.91it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 17/17 [00:04<00:00, 3.83it/s]\n",
" all 524 523 0.773 0.232 0.221 0.119\n",
" bleeding 524 261 0.547 0.464 0.442 0.237\n",
" non-bleeding 524 262 1 0 0 0\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 22/75 1G 1.479 1.73 1.476 11 224: 100% 131/131 [00:44<00:00, 2.93it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 17/17 [00:04<00:00, 3.57it/s]\n",
" all 524 523 0.225 0.238 0.179 0.0868\n",
" bleeding 524 261 0.45 0.475 0.359 0.174\n",
" non-bleeding 524 262 0 0 0 0\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 23/75 1G 1.458 1.688 1.458 11 224: 100% 131/131 [00:44<00:00, 2.94it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 17/17 [00:04<00:00, 4.18it/s]\n",
" all 524 523 0.285 0.247 0.248 0.124\n",
" bleeding 524 261 0.569 0.494 0.496 0.249\n",
" non-bleeding 524 262 0 0 0 0\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 24/75 1G 1.436 1.661 1.455 19 224: 100% 131/131 [00:45<00:00, 2.90it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 17/17 [00:05<00:00, 3.23it/s]\n",
" all 524 523 0.268 0.239 0.25 0.139\n",
" bleeding 524 261 0.536 0.479 0.5 0.278\n",
" non-bleeding 524 262 0 0 0 0\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 25/75 1G 1.404 1.611 1.439 17 224: 100% 131/131 [00:43<00:00, 2.99it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 17/17 [00:04<00:00, 4.01it/s]\n",
" all 524 523 0.796 0.233 0.239 0.119\n",
" bleeding 524 261 0.592 0.467 0.478 0.239\n",
" non-bleeding 524 262 1 0 0 0\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 26/75 1G 1.424 1.572 1.444 24 224: 100% 131/131 [00:43<00:00, 2.98it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 17/17 [00:05<00:00, 2.84it/s]\n",
" all 524 523 0.3 0.239 0.232 0.114\n",
" bleeding 524 261 0.6 0.479 0.463 0.227\n",
" non-bleeding 524 262 0 0 0 0\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 27/75 1G 1.405 1.626 1.429 21 224: 100% 131/131 [00:44<00:00, 2.98it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 17/17 [00:04<00:00, 4.09it/s]\n",
" all 524 523 0.252 0.261 0.217 0.114\n",
" bleeding 524 261 0.505 0.521 0.434 0.228\n",
" non-bleeding 524 262 0 0 0 0\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 28/75 1G 1.411 1.618 1.45 15 224: 100% 131/131 [00:43<00:00, 3.01it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 17/17 [00:04<00:00, 3.68it/s]\n",
" all 524 523 0.254 0.255 0.249 0.132\n",
" bleeding 524 261 0.509 0.51 0.498 0.265\n",
" non-bleeding 524 262 0 0 0 0\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 29/75 1G 1.402 1.588 1.427 16 224: 100% 131/131 [00:43<00:00, 3.03it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 17/17 [00:05<00:00, 3.23it/s]\n",
" all 524 523 0.279 0.253 0.248 0.132\n",
" bleeding 524 261 0.558 0.506 0.496 0.264\n",
" non-bleeding 524 262 0 0 0 0\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 30/75 1G 1.418 1.55 1.434 18 224: 100% 131/131 [00:43<00:00, 3.01it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 17/17 [00:03<00:00, 4.28it/s]\n",
" all 524 523 0.268 0.266 0.232 0.12\n",
" bleeding 524 261 0.537 0.533 0.465 0.241\n",
" non-bleeding 524 262 0 0 0 0\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 31/75 1G 1.369 1.552 1.409 18 224: 100% 131/131 [00:43<00:00, 3.01it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 17/17 [00:04<00:00, 3.46it/s]\n",
" all 524 523 0.256 0.28 0.251 0.137\n",
" bleeding 524 261 0.511 0.559 0.501 0.275\n",
" non-bleeding 524 262 0 0 0 0\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 32/75 1G 1.364 1.525 1.417 15 224: 100% 131/131 [00:43<00:00, 2.99it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 17/17 [00:04<00:00, 3.87it/s]\n",
" all 524 523 0.301 0.222 0.237 0.132\n",
" bleeding 524 261 0.602 0.444 0.475 0.264\n",
" non-bleeding 524 262 0 0 0 0\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 33/75 1G 1.335 1.515 1.39 17 224: 100% 131/131 [00:44<00:00, 2.95it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 17/17 [00:04<00:00, 3.80it/s]\n",
" all 524 523 0.27 0.245 0.243 0.139\n",
" bleeding 524 261 0.539 0.489 0.486 0.277\n",
" non-bleeding 524 262 0 0 0 0\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 34/75 1G 1.388 1.52 1.415 13 224: 100% 131/131 [00:44<00:00, 2.96it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 17/17 [00:05<00:00, 2.92it/s]\n",
" all 524 523 0.276 0.251 0.247 0.135\n",
" bleeding 524 261 0.553 0.502 0.495 0.269\n",
" non-bleeding 524 262 0 0 0 0\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 35/75 1G 1.348 1.496 1.405 17 224: 100% 131/131 [00:43<00:00, 3.00it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 17/17 [00:04<00:00, 3.98it/s]\n",
" all 524 523 0.285 0.272 0.26 0.131\n",
" bleeding 524 261 0.57 0.544 0.521 0.262\n",
" non-bleeding 524 262 0 0 0 0\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 36/75 1G 1.321 1.473 1.373 23 224: 100% 131/131 [00:43<00:00, 2.98it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 17/17 [00:04<00:00, 3.41it/s]\n",
" all 524 523 0.264 0.278 0.245 0.124\n",
" bleeding 524 261 0.528 0.556 0.49 0.248\n",
" non-bleeding 524 262 0 0 0 0\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 37/75 1G 1.334 1.458 1.377 16 224: 100% 131/131 [00:43<00:00, 3.00it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 17/17 [00:04<00:00, 3.52it/s]\n",
" all 524 523 0.265 0.288 0.257 0.141\n",
" bleeding 524 261 0.531 0.576 0.514 0.282\n",
" non-bleeding 524 262 0 0 0 0\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 38/75 1G 1.314 1.435 1.372 11 224: 100% 131/131 [00:45<00:00, 2.90it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 17/17 [00:04<00:00, 3.99it/s]\n",
" all 524 523 0.283 0.266 0.248 0.137\n",
" bleeding 524 261 0.567 0.533 0.496 0.273\n",
" non-bleeding 524 262 0 0 0 0\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 39/75 1G 1.29 1.464 1.367 16 224: 100% 131/131 [00:43<00:00, 2.98it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 17/17 [00:05<00:00, 2.98it/s]\n",
" all 524 523 0.306 0.251 0.26 0.144\n",
" bleeding 524 261 0.613 0.502 0.52 0.288\n",
" non-bleeding 524 262 0 0 0 0\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 40/75 1G 1.298 1.402 1.394 12 224: 100% 131/131 [00:44<00:00, 2.94it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 17/17 [00:04<00:00, 4.01it/s]\n",
" all 524 523 0.297 0.274 0.277 0.146\n",
" bleeding 524 261 0.594 0.548 0.553 0.292\n",
" non-bleeding 524 262 0 0 0 0\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 41/75 1G 1.289 1.394 1.376 15 224: 100% 131/131 [00:44<00:00, 2.97it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 17/17 [00:05<00:00, 3.00it/s]\n",
" all 524 523 0.286 0.271 0.266 0.143\n",
" bleeding 524 261 0.571 0.542 0.532 0.286\n",
" non-bleeding 524 262 0 0 0 0\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 42/75 1G 1.291 1.382 1.367 12 224: 100% 131/131 [00:44<00:00, 2.96it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 17/17 [00:04<00:00, 3.94it/s]\n",
" all 524 523 0.28 0.266 0.27 0.148\n",
" bleeding 524 261 0.561 0.533 0.54 0.295\n",
" non-bleeding 524 262 0 0 0 0\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 43/75 1G 1.293 1.343 1.355 12 224: 100% 131/131 [00:44<00:00, 2.96it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 17/17 [00:04<00:00, 3.48it/s]\n",
" all 524 523 0.303 0.27 0.278 0.153\n",
" bleeding 524 261 0.605 0.54 0.557 0.305\n",
" non-bleeding 524 262 0 0 0 0\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 44/75 1G 1.287 1.407 1.367 14 224: 100% 131/131 [00:44<00:00, 2.92it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 17/17 [00:04<00:00, 4.01it/s]\n",
" all 524 523 0.306 0.261 0.271 0.154\n",
" bleeding 524 261 0.612 0.521 0.543 0.309\n",
" non-bleeding 524 262 0 0 0 0\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 45/75 1G 1.262 1.338 1.344 17 224: 100% 131/131 [00:44<00:00, 2.92it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 17/17 [00:04<00:00, 3.55it/s]\n",
" all 524 523 0.31 0.278 0.276 0.152\n",
" bleeding 524 261 0.62 0.556 0.551 0.304\n",
" non-bleeding 524 262 0 0 0 0\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 46/75 1G 1.263 1.362 1.36 19 224: 100% 131/131 [00:45<00:00, 2.89it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 17/17 [00:04<00:00, 3.87it/s]\n",
" all 524 523 0.288 0.284 0.276 0.154\n",
" bleeding 524 261 0.576 0.567 0.551 0.308\n",
" non-bleeding 524 262 0 0 0 0\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 47/75 1G 1.266 1.377 1.354 7 224: 100% 131/131 [00:44<00:00, 2.92it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 17/17 [00:04<00:00, 4.02it/s]\n",
" all 524 523 0.281 0.266 0.275 0.156\n",
" bleeding 524 261 0.561 0.533 0.549 0.311\n",
" non-bleeding 524 262 0 0 0 0\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 48/75 1G 1.241 1.284 1.343 20 224: 100% 131/131 [00:44<00:00, 2.95it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 17/17 [00:05<00:00, 3.12it/s]\n",
" all 524 523 0.269 0.307 0.273 0.155\n",
" bleeding 524 261 0.537 0.613 0.547 0.311\n",
" non-bleeding 524 262 0 0 0 0\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 49/75 1G 1.25 1.323 1.357 14 224: 100% 131/131 [00:44<00:00, 2.97it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 17/17 [00:04<00:00, 4.24it/s]\n",
" all 524 523 0.323 0.28 0.296 0.168\n",
" bleeding 524 261 0.646 0.559 0.593 0.336\n",
" non-bleeding 524 262 0 0 0 0\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 50/75 1G 1.233 1.315 1.335 12 224: 100% 131/131 [00:43<00:00, 2.98it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 17/17 [00:05<00:00, 3.16it/s]\n",
" all 524 523 0.317 0.268 0.269 0.148\n",
" bleeding 524 261 0.634 0.536 0.537 0.296\n",
" non-bleeding 524 262 0 0 0 0\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 51/75 1G 1.205 1.297 1.318 16 224: 100% 131/131 [00:44<00:00, 2.98it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 17/17 [00:04<00:00, 4.06it/s]\n",
" all 524 523 0.324 0.243 0.264 0.147\n",
" bleeding 524 261 0.648 0.487 0.528 0.294\n",
" non-bleeding 524 262 0 0 0 0\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 52/75 1G 1.223 1.303 1.327 15 224: 100% 131/131 [00:43<00:00, 3.04it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 17/17 [00:04<00:00, 4.10it/s]\n",
" all 524 523 0.287 0.272 0.274 0.155\n",
" bleeding 524 261 0.574 0.544 0.547 0.31\n",
" non-bleeding 524 262 0 0 0 0\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 53/75 1G 1.21 1.262 1.318 9 224: 100% 131/131 [00:44<00:00, 2.97it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 17/17 [00:05<00:00, 2.96it/s]\n",
" all 524 523 0.334 0.289 0.302 0.17\n",
" bleeding 524 261 0.668 0.579 0.604 0.34\n",
" non-bleeding 524 262 0 0 0 0\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 54/75 1G 1.203 1.275 1.316 16 224: 100% 131/131 [00:43<00:00, 3.01it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 17/17 [00:04<00:00, 4.10it/s]\n",
" all 524 523 0.314 0.288 0.3 0.171\n",
" bleeding 524 261 0.628 0.576 0.6 0.342\n",
" non-bleeding 524 262 0 0 0 0\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 55/75 1G 1.194 1.248 1.302 10 224: 100% 131/131 [00:43<00:00, 3.03it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 17/17 [00:03<00:00, 4.29it/s]\n",
" all 524 523 0.329 0.269 0.287 0.156\n",
" bleeding 524 261 0.658 0.539 0.574 0.312\n",
" non-bleeding 524 262 0 0 0 0\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 56/75 1G 1.184 1.241 1.304 15 224: 100% 131/131 [00:44<00:00, 2.97it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 17/17 [00:05<00:00, 3.05it/s]\n",
" all 524 523 0.284 0.301 0.3 0.176\n",
" bleeding 524 261 0.567 0.603 0.6 0.352\n",
" non-bleeding 524 262 0 0 0 0\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 57/75 1G 1.181 1.246 1.308 11 224: 100% 131/131 [00:44<00:00, 2.97it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 17/17 [00:04<00:00, 4.00it/s]\n",
" all 524 523 0.309 0.286 0.302 0.172\n",
" bleeding 524 261 0.619 0.572 0.605 0.343\n",
" non-bleeding 524 262 0 0 0 0\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 58/75 1G 1.152 1.237 1.289 9 224: 100% 131/131 [00:44<00:00, 2.97it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 17/17 [00:05<00:00, 3.04it/s]\n",
" all 524 523 0.31 0.293 0.311 0.176\n",
" bleeding 524 261 0.621 0.586 0.621 0.353\n",
" non-bleeding 524 262 0 0 0 0\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 59/75 1G 1.153 1.167 1.285 11 224: 100% 131/131 [00:44<00:00, 2.94it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 17/17 [00:04<00:00, 4.09it/s]\n",
" all 524 523 0.295 0.305 0.294 0.161\n",
" bleeding 524 261 0.59 0.609 0.587 0.322\n",
" non-bleeding 524 262 0 0 0 0\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 60/75 1G 1.136 1.169 1.282 20 224: 100% 131/131 [00:44<00:00, 2.92it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 17/17 [00:04<00:00, 3.64it/s]\n",
" all 524 523 0.318 0.303 0.308 0.173\n",
" bleeding 524 261 0.636 0.605 0.617 0.345\n",
" non-bleeding 524 262 0 0 0 0\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 61/75 1G 1.134 1.159 1.277 13 224: 100% 131/131 [00:44<00:00, 2.91it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 17/17 [00:05<00:00, 3.31it/s]\n",
" all 524 523 0.337 0.294 0.296 0.162\n",
" bleeding 524 261 0.674 0.587 0.592 0.324\n",
" non-bleeding 524 262 0 0 0 0\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 62/75 1G 1.118 1.166 1.281 9 224: 100% 131/131 [00:43<00:00, 2.98it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 17/17 [00:04<00:00, 3.87it/s]\n",
" all 524 523 0.32 0.324 0.313 0.171\n",
" bleeding 524 261 0.64 0.648 0.626 0.341\n",
" non-bleeding 524 262 0 0 0 0\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 63/75 1G 1.095 1.128 1.26 18 224: 100% 131/131 [00:44<00:00, 2.97it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 17/17 [00:05<00:00, 2.88it/s]\n",
" all 524 523 0.298 0.308 0.289 0.158\n",
" bleeding 524 261 0.595 0.617 0.578 0.316\n",
" non-bleeding 524 262 0 0 0 0\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 64/75 1G 1.137 1.154 1.286 16 224: 100% 131/131 [00:43<00:00, 3.01it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 17/17 [00:04<00:00, 4.06it/s]\n",
" all 524 523 0.321 0.305 0.328 0.183\n",
" bleeding 524 261 0.641 0.609 0.657 0.367\n",
" non-bleeding 524 262 0 0 0 0\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 65/75 1G 1.109 1.124 1.263 10 224: 100% 131/131 [00:44<00:00, 2.95it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 17/17 [00:05<00:00, 3.40it/s]\n",
" all 524 523 0.347 0.292 0.315 0.173\n",
" bleeding 524 261 0.695 0.584 0.631 0.347\n",
" non-bleeding 524 262 0 0 0 0\n",
"Closing dataloader mosaic\n",
"\u001b[34m\u001b[1malbumentations: \u001b[0mBlur(p=0.01, blur_limit=(3, 7)), MedianBlur(p=0.01, blur_limit=(3, 7)), ToGray(p=0.01), CLAHE(p=0.01, clip_limit=(1, 4.0), tile_grid_size=(8, 8))\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 66/75 1G 1.158 1.136 1.286 8 224: 100% 131/131 [00:20<00:00, 6.38it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 17/17 [00:04<00:00, 4.01it/s]\n",
" all 524 523 0.318 0.307 0.314 0.176\n",
" bleeding 524 261 0.636 0.613 0.628 0.352\n",
" non-bleeding 524 262 0 0 0 0\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 67/75 1G 1.113 1.045 1.261 6 224: 100% 131/131 [00:21<00:00, 6.16it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 17/17 [00:04<00:00, 4.03it/s]\n",
" all 524 523 0.324 0.301 0.319 0.18\n",
" bleeding 524 261 0.647 0.602 0.639 0.361\n",
" non-bleeding 524 262 0 0 0 0\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 68/75 1G 1.105 1.053 1.267 7 224: 100% 131/131 [00:19<00:00, 6.84it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 17/17 [00:05<00:00, 2.95it/s]\n",
" all 524 523 0.333 0.282 0.322 0.185\n",
" bleeding 524 261 0.666 0.564 0.644 0.37\n",
" non-bleeding 524 262 0 0 0 0\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 69/75 1G 1.121 1.011 1.263 8 224: 100% 131/131 [00:19<00:00, 6.73it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 17/17 [00:04<00:00, 3.61it/s]\n",
" all 524 523 0.322 0.322 0.33 0.183\n",
" bleeding 524 261 0.645 0.644 0.659 0.366\n",
" non-bleeding 524 262 0 0 0 0\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 70/75 1G 1.056 0.973 1.24 7 224: 100% 131/131 [00:20<00:00, 6.46it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 17/17 [00:04<00:00, 4.11it/s]\n",
" all 524 523 0.329 0.317 0.311 0.171\n",
" bleeding 524 261 0.658 0.634 0.622 0.341\n",
" non-bleeding 524 262 0 0 0 0\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 71/75 1G 1.07 0.9812 1.232 5 224: 100% 131/131 [00:21<00:00, 6.22it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 17/17 [00:04<00:00, 4.18it/s]\n",
" all 524 523 0.323 0.32 0.32 0.176\n",
" bleeding 524 261 0.645 0.64 0.639 0.352\n",
" non-bleeding 524 262 0 0 0 0\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 72/75 1G 1.046 0.9641 1.22 5 224: 100% 131/131 [00:19<00:00, 6.74it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 17/17 [00:05<00:00, 2.99it/s]\n",
" all 524 523 0.327 0.319 0.322 0.178\n",
" bleeding 524 261 0.654 0.638 0.644 0.357\n",
" non-bleeding 524 262 0 0 0 0\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 73/75 1G 1.032 0.9305 1.218 8 224: 100% 131/131 [00:19<00:00, 6.78it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 17/17 [00:03<00:00, 4.37it/s]\n",
" all 524 523 0.304 0.338 0.324 0.181\n",
" bleeding 524 261 0.608 0.676 0.648 0.363\n",
" non-bleeding 524 262 0 0 0 0\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 74/75 1G 1.035 0.9485 1.209 7 224: 100% 131/131 [00:21<00:00, 6.17it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 17/17 [00:04<00:00, 4.24it/s]\n",
" all 524 523 0.311 0.318 0.321 0.183\n",
" bleeding 524 261 0.621 0.636 0.643 0.366\n",
" non-bleeding 524 262 0 0 0 0\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 75/75 1G 1.027 0.9196 1.204 7 224: 100% 131/131 [00:19<00:00, 6.80it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 17/17 [00:07<00:00, 2.39it/s]\n",
" all 524 523 0.291 0.335 0.325 0.186\n",
" bleeding 524 261 0.583 0.67 0.65 0.373\n",
" non-bleeding 524 262 0 0 0 0\n",
"\n",
"75 epochs completed in 0.994 hours.\n",
"Optimizer stripped from runs/detect/train/weights/last.pt, 22.5MB\n",
"Optimizer stripped from runs/detect/train/weights/best.pt, 22.5MB\n",
"\n",
"Validating runs/detect/train/weights/best.pt...\n",
"Ultralytics YOLOv8.0.20 🚀 Python-3.10.12 torch-2.0.1+cu118 CUDA:0 (Tesla T4, 15102MiB)\n",
"Model summary (fused): 168 layers, 11126358 parameters, 0 gradients, 28.4 GFLOPs\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 17/17 [00:06<00:00, 2.81it/s]\n",
" all 524 523 0.291 0.335 0.325 0.186\n",
" bleeding 524 261 0.582 0.67 0.65 0.373\n",
" non-bleeding 524 262 0 0 0 0\n",
"Speed: 0.1ms pre-process, 1.1ms inference, 0.0ms loss, 1.8ms post-process per image\n",
"Results saved to \u001b[1mruns/detect/train\u001b[0m\n"
]
}
],
"source": [
"%cd /content/drive/MyDrive/WCEbleedGen\n",
"\n",
"!yolo task=detect mode=train model=yolov8s.pt data= data.yaml epochs=75 imgsz=224 plots=True #Training the model"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "eIX-cdH5e3RZ",
"colab": {
"base_uri": "https://localhost:8080/"
},
"outputId": "3b0d79a0-d6ce-45d5-ba69-3243820c6424"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"args.yaml\t\t\t\t\t train_batch2.jpg\n",
"confusion_matrix.png\t\t\t\t train_batch8515.jpg\n",
"events.out.tfevents.1696147582.f9d77c0d5b2a.1432.0 train_batch8516.jpg\n",
"F1_curve.png\t\t\t\t\t train_batch8517.jpg\n",
"P_curve.png\t\t\t\t\t val_batch0_labels.jpg\n",
"PR_curve.png\t\t\t\t\t val_batch0_pred.jpg\n",
"R_curve.png\t\t\t\t\t val_batch1_labels.jpg\n",
"results.csv\t\t\t\t\t val_batch1_pred.jpg\n",
"results.png\t\t\t\t\t val_batch2_labels.jpg\n",
"train_batch0.jpg\t\t\t\t val_batch2_pred.jpg\n",
"train_batch1.jpg\t\t\t\t weights\n"
]
}
],
"source": [
"!ls runs/detect/train/"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "64iwAOmFe47J",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 467
},
"outputId": "033262dd-c44b-4352-ff6b-8f5cad146ba8"
},
"outputs": [
{
"output_type": "execute_result",
"data": {
"image/png": "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\n",
"text/plain": [
"<IPython.core.display.Image object>"
]
},
"metadata": {
"image/png": {
"width": 600
}
},
"execution_count": 11
}
],
"source": [
"Image(filename='runs/detect/train/confusion_matrix.png', width=600)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "5bG07mUOe6Xm",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 317
},
"outputId": "bac72bbb-bdb2-47eb-a839-ff6630322933"
},
"outputs": [
{
"output_type": "execute_result",
"data": {
"image/png": "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\n",
"text/plain": [
"<IPython.core.display.Image object>"
]
},
"metadata": {
"image/png": {
"width": 600
}
},
"execution_count": 12
}
],
"source": [
"Image(filename='runs/detect/train/results.png', width=600)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "JPAe3Q6hfAsE",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 617
},
"outputId": "08753a4e-8ad9-4518-cf39-4a1e927aff79"
},
"outputs": [
{
"output_type": "execute_result",
"data": {
"image/jpeg": "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\n",
"text/plain": [
"<IPython.core.display.Image object>"
]
},
"metadata": {
"image/jpeg": {
"width": 600
}
},
"execution_count": 13
}
],
"source": [
"Image(filename='runs/detect/train/val_batch0_pred.jpg', width=600)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "TCwV2ZHffD05",
"colab": {
"base_uri": "https://localhost:8080/"
},
"outputId": "8c2f79b3-250f-450d-eabf-fcb3f6aaf78b"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"2023-10-01 09:33:59.474406: I tensorflow/core/platform/cpu_feature_guard.cc:182] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.\n",
"To enable the following instructions: AVX2 FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.\n",
"2023-10-01 09:34:00.387562: W tensorflow/compiler/tf2tensorrt/utils/py_utils.cc:38] TF-TRT Warning: Could not find TensorRT\n",
"Ultralytics YOLOv8.0.20 🚀 Python-3.10.12 torch-2.0.1+cu118 CUDA:0 (Tesla T4, 15102MiB)\n",
"Model summary (fused): 168 layers, 11126358 parameters, 0 gradients, 28.4 GFLOPs\n",
"\u001b[34m\u001b[1mval: \u001b[0mScanning /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/labels.cache... 523 images, 1 backgrounds, 0 corrupt: 100% 524/524 [00:00<?, ?it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 33/33 [00:05<00:00, 6.25it/s]\n",
" all 524 523 0.292 0.336 0.325 0.186\n",
" bleeding 524 261 0.584 0.672 0.65 0.372\n",
" non-bleeding 524 262 0 0 0 0\n",
"Speed: 0.1ms pre-process, 2.4ms inference, 0.0ms loss, 1.8ms post-process per image\n"
]
}
],
"source": [
"!yolo task=detect mode=val model=runs/detect/train/weights/best.pt data=data.yaml"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "NONNqB5NfFGZ",
"colab": {
"base_uri": "https://localhost:8080/"
},
"outputId": "007c292f-a4c4-4579-b044-936f56404aa4"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"2023-10-01 09:34:22.587230: I tensorflow/core/platform/cpu_feature_guard.cc:182] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.\n",
"To enable the following instructions: AVX2 FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.\n",
"2023-10-01 09:34:23.965670: W tensorflow/compiler/tf2tensorrt/utils/py_utils.cc:38] TF-TRT Warning: Could not find TensorRT\n",
"Ultralytics YOLOv8.0.20 🚀 Python-3.10.12 torch-2.0.1+cu118 CUDA:0 (Tesla T4, 15102MiB)\n",
"Model summary (fused): 168 layers, 11126358 parameters, 0 gradients, 28.4 GFLOPs\n",
"image 1/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (1005).png: 224x224 1 bleeding, 8.4ms\n",
"image 2/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (1008).png: 224x224 1 bleeding, 7.3ms\n",
"image 3/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (101).png: 224x224 6.9ms\n",
"image 4/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (1011).png: 224x224 1 bleeding, 7.1ms\n",
"image 5/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (1028).png: 224x224 7.0ms\n",
"image 6/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (1029).png: 224x224 1 bleeding, 7.6ms\n",
"image 7/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (1031).png: 224x224 1 bleeding, 7.0ms\n",
"image 8/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (1037).png: 224x224 2 bleedings, 6.9ms\n",
"image 9/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (1039).png: 224x224 6.9ms\n",
"image 10/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (1043).png: 224x224 1 bleeding, 7.1ms\n",
"image 11/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (1055).png: 224x224 1 bleeding, 6.9ms\n",
"image 12/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (1060).png: 224x224 1 bleeding, 7.3ms\n",
"image 13/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (1062).png: 224x224 1 bleeding, 8.2ms\n",
"image 14/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (1067).png: 224x224 1 bleeding, 7.5ms\n",
"image 15/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (1078).png: 224x224 3 bleedings, 6.9ms\n",
"image 16/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (1087).png: 224x224 7.0ms\n",
"image 17/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (1092).png: 224x224 1 bleeding, 7.0ms\n",
"image 18/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (1096).png: 224x224 1 bleeding, 6.9ms\n",
"image 19/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (1097).png: 224x224 1 bleeding, 7.1ms\n",
"image 20/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (1112).png: 224x224 1 bleeding, 8.5ms\n",
"image 21/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (1114).png: 224x224 1 bleeding, 7.4ms\n",
"image 22/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (1116).png: 224x224 1 bleeding, 6.9ms\n",
"image 23/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (1125).png: 224x224 1 bleeding, 7.0ms\n",
"image 24/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (1135).png: 224x224 1 bleeding, 6.6ms\n",
"image 25/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (1143).png: 224x224 1 bleeding, 6.7ms\n",
"image 26/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (1146).png: 224x224 1 bleeding, 6.5ms\n",
"image 27/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (115).png: 224x224 6.5ms\n",
"image 28/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (1152).png: 224x224 8.2ms\n",
"image 29/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (1159).png: 224x224 2 bleedings, 6.7ms\n",
"image 30/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (1165).png: 224x224 1 bleeding, 6.5ms\n",
"image 31/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (117).png: 224x224 1 bleeding, 6.6ms\n",
"image 32/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (1173).png: 224x224 1 bleeding, 6.5ms\n",
"image 33/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (1185).png: 224x224 6.6ms\n",
"image 34/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (1188).png: 224x224 6.6ms\n",
"image 35/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (1191).png: 224x224 2 bleedings, 6.9ms\n",
"image 36/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (1194).png: 224x224 2 bleedings, 6.6ms\n",
"image 37/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (12).png: 224x224 1 bleeding, 6.6ms\n",
"image 38/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (1203).png: 224x224 1 bleeding, 6.7ms\n",
"image 39/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (1206).png: 224x224 1 bleeding, 6.2ms\n",
"image 40/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (1213).png: 224x224 1 bleeding, 5.6ms\n",
"image 41/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (1216).png: 224x224 6.2ms\n",
"image 42/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (1219).png: 224x224 3 bleedings, 5.6ms\n",
"image 43/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (1225).png: 224x224 1 bleeding, 6.5ms\n",
"image 44/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (1228).png: 224x224 5.8ms\n",
"image 45/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (1230).png: 224x224 2 bleedings, 5.7ms\n",
"image 46/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (1235).png: 224x224 1 bleeding, 5.8ms\n",
"image 47/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (1237).png: 224x224 1 bleeding, 5.5ms\n",
"image 48/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (124).png: 224x224 1 bleeding, 6.0ms\n",
"image 49/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (1247).png: 224x224 1 bleeding, 5.7ms\n",
"image 50/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (1252).png: 224x224 1 bleeding, 5.8ms\n",
"image 51/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (1268).png: 224x224 1 bleeding, 5.7ms\n",
"image 52/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (1270).png: 224x224 1 bleeding, 5.9ms\n",
"image 53/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (1279).png: 224x224 1 bleeding, 5.6ms\n",
"image 54/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (1281).png: 224x224 1 bleeding, 6.3ms\n",
"image 55/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (1285).png: 224x224 2 bleedings, 5.5ms\n",
"image 56/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (1291).png: 224x224 5.6ms\n",
"image 57/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (1293).png: 224x224 1 bleeding, 5.4ms\n",
"image 58/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (1294).png: 224x224 1 bleeding, 5.7ms\n",
"image 59/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (1295).png: 224x224 1 bleeding, 7.5ms\n",
"image 60/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (13).png: 224x224 6.3ms\n",
"image 61/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (1305).png: 224x224 1 bleeding, 5.6ms\n",
"image 62/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (132).png: 224x224 1 bleeding, 5.3ms\n",
"image 63/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (134).png: 224x224 1 bleeding, 6.1ms\n",
"image 64/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (135).png: 224x224 1 bleeding, 5.7ms\n",
"image 65/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (137).png: 224x224 9.5ms\n",
"image 66/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (143).png: 224x224 1 bleeding, 5.6ms\n",
"image 67/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (156).png: 224x224 1 bleeding, 6.1ms\n",
"image 68/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (157).png: 224x224 1 bleeding, 6.1ms\n",
"image 69/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (16).png: 224x224 5.3ms\n",
"image 70/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (176).png: 224x224 1 bleeding, 5.8ms\n",
"image 71/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (178).png: 224x224 2 bleedings, 5.5ms\n",
"image 72/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (181).png: 224x224 1 bleeding, 5.8ms\n",
"image 73/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (186).png: 224x224 1 bleeding, 5.4ms\n",
"image 74/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (187).png: 224x224 1 bleeding, 5.7ms\n",
"image 75/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (191).png: 224x224 1 bleeding, 6.0ms\n",
"image 76/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (193).png: 224x224 1 bleeding, 5.8ms\n",
"image 77/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (205).png: 224x224 1 bleeding, 5.3ms\n",
"image 78/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (21).png: 224x224 5.7ms\n",
"image 79/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (211).png: 224x224 1 bleeding, 5.6ms\n",
"image 80/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (215).png: 224x224 1 bleeding, 5.8ms\n",
"image 81/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (219).png: 224x224 1 bleeding, 5.4ms\n",
"image 82/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (226).png: 224x224 6.1ms\n",
"image 83/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (230).png: 224x224 2 bleedings, 6.0ms\n",
"image 84/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (234).png: 224x224 2 bleedings, 5.4ms\n",
"image 85/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (24).png: 224x224 5.7ms\n",
"image 86/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (244).png: 224x224 5.5ms\n",
"image 87/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (248).png: 224x224 1 bleeding, 5.6ms\n",
"image 88/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (257).png: 224x224 1 bleeding, 5.3ms\n",
"image 89/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (258).png: 224x224 1 bleeding, 5.6ms\n",
"image 90/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (26).png: 224x224 1 bleeding, 5.3ms\n",
"image 91/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (272).png: 224x224 1 bleeding, 5.7ms\n",
"image 92/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (281).png: 224x224 1 bleeding, 5.9ms\n",
"image 93/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (285).png: 224x224 1 bleeding, 5.7ms\n",
"image 94/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (287).png: 224x224 1 bleeding, 5.3ms\n",
"image 95/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (289).png: 224x224 1 bleeding, 5.7ms\n",
"image 96/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (293).png: 224x224 1 bleeding, 5.4ms\n",
"image 97/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (294).png: 224x224 1 bleeding, 6.1ms\n",
"image 98/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (296).png: 224x224 1 bleeding, 5.7ms\n",
"image 99/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (299).png: 224x224 1 bleeding, 5.6ms\n",
"image 100/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (306).png: 224x224 2 bleedings, 5.8ms\n",
"image 101/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (309).png: 224x224 2 bleedings, 5.6ms\n",
"image 102/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (311).png: 224x224 2 bleedings, 5.5ms\n",
"image 103/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (313).png: 224x224 1 bleeding, 5.7ms\n",
"image 104/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (317).png: 224x224 1 bleeding, 5.4ms\n",
"image 105/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (320).png: 224x224 1 bleeding, 6.5ms\n",
"image 106/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (323).png: 224x224 1 bleeding, 8.0ms\n",
"image 107/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (333).png: 224x224 1 bleeding, 9.5ms\n",
"image 108/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (335).png: 224x224 1 bleeding, 5.7ms\n",
"image 109/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (338).png: 224x224 5.3ms\n",
"image 110/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (341).png: 224x224 1 bleeding, 5.5ms\n",
"image 111/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (343).png: 224x224 5.6ms\n",
"image 112/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (349).png: 224x224 1 bleeding, 5.6ms\n",
"image 113/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (35).png: 224x224 5.2ms\n",
"image 114/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (359).png: 224x224 3 bleedings, 5.8ms\n",
"image 115/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (36).png: 224x224 5.4ms\n",
"image 116/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (363).png: 224x224 2 bleedings, 5.9ms\n",
"image 117/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (364).png: 224x224 2 bleedings, 5.3ms\n",
"image 118/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (371).png: 224x224 2 bleedings, 5.6ms\n",
"image 119/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (379).png: 224x224 1 bleeding, 6.0ms\n",
"image 120/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (381).png: 224x224 2 bleedings, 5.5ms\n",
"image 121/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (391).png: 224x224 1 bleeding, 5.4ms\n",
"image 122/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (399).png: 224x224 1 bleeding, 5.8ms\n",
"image 123/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (4).png: 224x224 1 bleeding, 7.8ms\n",
"image 124/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (400).png: 224x224 1 bleeding, 5.9ms\n",
"image 125/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (402).png: 224x224 1 bleeding, 5.4ms\n",
"image 126/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (407).png: 224x224 1 bleeding, 5.8ms\n",
"image 127/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (411).png: 224x224 2 bleedings, 5.5ms\n",
"image 128/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (418).png: 224x224 1 bleeding, 5.8ms\n",
"image 129/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (421).png: 224x224 1 bleeding, 5.5ms\n",
"image 130/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (422).png: 224x224 1 bleeding, 5.8ms\n",
"image 131/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (425).png: 224x224 1 bleeding, 6.1ms\n",
"image 132/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (429).png: 224x224 1 bleeding, 5.7ms\n",
"image 133/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (440).png: 224x224 1 bleeding, 5.9ms\n",
"image 134/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (442).png: 224x224 2 bleedings, 5.1ms\n",
"image 135/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (444).png: 224x224 2 bleedings, 5.6ms\n",
"image 136/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (456).png: 224x224 1 bleeding, 5.2ms\n",
"image 137/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (478).png: 224x224 1 bleeding, 5.6ms\n",
"image 138/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (485).png: 224x224 1 bleeding, 5.4ms\n",
"image 139/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (487).png: 224x224 1 bleeding, 5.6ms\n",
"image 140/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (488).png: 224x224 1 bleeding, 5.4ms\n",
"image 141/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (493).png: 224x224 1 bleeding, 5.5ms\n",
"image 142/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (495).png: 224x224 1 bleeding, 5.2ms\n",
"image 143/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (50).png: 224x224 1 bleeding, 5.6ms\n",
"image 144/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (501).png: 224x224 1 bleeding, 5.4ms\n",
"image 145/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (503).png: 224x224 1 bleeding, 5.5ms\n",
"image 146/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (506).png: 224x224 1 bleeding, 9.2ms\n",
"image 147/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (508).png: 224x224 1 bleeding, 8.9ms\n",
"image 148/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (512).png: 224x224 1 bleeding, 5.7ms\n",
"image 149/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (515).png: 224x224 5.4ms\n",
"image 150/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (517).png: 224x224 2 bleedings, 6.1ms\n",
"image 151/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (518).png: 224x224 1 bleeding, 5.4ms\n",
"image 152/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (524).png: 224x224 1 bleeding, 5.5ms\n",
"image 153/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (525).png: 224x224 1 bleeding, 5.3ms\n",
"image 154/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (530).png: 224x224 1 bleeding, 6.2ms\n",
"image 155/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (537).png: 224x224 2 bleedings, 6.1ms\n",
"image 156/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (539).png: 224x224 1 bleeding, 6.1ms\n",
"image 157/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (542).png: 224x224 2 bleedings, 5.4ms\n",
"image 158/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (545).png: 224x224 1 bleeding, 5.9ms\n",
"image 159/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (548).png: 224x224 1 bleeding, 5.4ms\n",
"image 160/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (55).png: 224x224 1 bleeding, 5.8ms\n",
"image 161/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (553).png: 224x224 2 bleedings, 5.5ms\n",
"image 162/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (557).png: 224x224 1 bleeding, 5.8ms\n",
"image 163/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (560).png: 224x224 1 bleeding, 10.3ms\n",
"image 164/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (574).png: 224x224 1 bleeding, 5.7ms\n",
"image 165/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (578).png: 224x224 1 bleeding, 5.4ms\n",
"image 166/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (579).png: 224x224 1 bleeding, 6.0ms\n",
"image 167/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (586).png: 224x224 1 bleeding, 5.5ms\n",
"image 168/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (590).png: 224x224 1 bleeding, 5.2ms\n",
"image 169/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (595).png: 224x224 1 bleeding, 5.6ms\n",
"image 170/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (596).png: 224x224 5.4ms\n",
"image 171/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (6).png: 224x224 2 bleedings, 5.7ms\n",
"image 172/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (60).png: 224x224 1 bleeding, 5.3ms\n",
"image 173/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (600).png: 224x224 1 bleeding, 5.5ms\n",
"image 174/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (602).png: 224x224 1 bleeding, 5.4ms\n",
"image 175/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (605).png: 224x224 1 bleeding, 5.6ms\n",
"image 176/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (612).png: 224x224 1 bleeding, 5.4ms\n",
"image 177/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (614).png: 224x224 1 bleeding, 5.6ms\n",
"image 178/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (615).png: 224x224 1 bleeding, 5.3ms\n",
"image 179/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (62).png: 224x224 1 bleeding, 6.1ms\n",
"image 180/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (63).png: 224x224 1 bleeding, 9.9ms\n",
"image 181/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (632).png: 224x224 9.3ms\n",
"image 182/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (634).png: 224x224 1 bleeding, 6.0ms\n",
"image 183/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (636).png: 224x224 1 bleeding, 5.6ms\n",
"image 184/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (637).png: 224x224 1 bleeding, 6.8ms\n",
"image 185/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (639).png: 224x224 2 bleedings, 6.0ms\n",
"image 186/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (659).png: 224x224 2 bleedings, 9.2ms\n",
"image 187/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (661).png: 224x224 1 bleeding, 6.0ms\n",
"image 188/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (662).png: 224x224 1 bleeding, 5.7ms\n",
"image 189/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (665).png: 224x224 2 bleedings, 6.0ms\n",
"image 190/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (669).png: 224x224 2 bleedings, 5.7ms\n",
"image 191/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (67).png: 224x224 1 bleeding, 6.0ms\n",
"image 192/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (670).png: 224x224 1 bleeding, 5.8ms\n",
"image 193/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (672).png: 224x224 1 bleeding, 6.1ms\n",
"image 194/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (676).png: 224x224 1 bleeding, 6.0ms\n",
"image 195/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (678).png: 224x224 1 bleeding, 5.8ms\n",
"image 196/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (679).png: 224x224 5.6ms\n",
"image 197/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (686).png: 224x224 1 bleeding, 5.5ms\n",
"image 198/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (69).png: 224x224 1 bleeding, 5.9ms\n",
"image 199/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (696).png: 224x224 1 bleeding, 5.7ms\n",
"image 200/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (698).png: 224x224 1 bleeding, 5.9ms\n",
"image 201/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (707).png: 224x224 1 bleeding, 5.4ms\n",
"image 202/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (716).png: 224x224 1 bleeding, 6.0ms\n",
"image 203/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (72).png: 224x224 5.7ms\n",
"image 204/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (724).png: 224x224 1 bleeding, 5.8ms\n",
"image 205/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (735).png: 224x224 1 bleeding, 5.4ms\n",
"image 206/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (740).png: 224x224 2 bleedings, 6.4ms\n",
"image 207/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (742).png: 224x224 2 bleedings, 6.0ms\n",
"image 208/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (752).png: 224x224 2 bleedings, 5.6ms\n",
"image 209/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (753).png: 224x224 1 bleeding, 5.8ms\n",
"image 210/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (755).png: 224x224 1 bleeding, 5.9ms\n",
"image 211/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (756).png: 224x224 1 bleeding, 6.6ms\n",
"image 212/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (764).png: 224x224 1 bleeding, 5.5ms\n",
"image 213/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (769).png: 224x224 1 bleeding, 8.5ms\n",
"image 214/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (77).png: 224x224 1 bleeding, 5.6ms\n",
"image 215/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (771).png: 224x224 1 bleeding, 5.3ms\n",
"image 216/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (772).png: 224x224 1 bleeding, 6.1ms\n",
"image 217/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (790).png: 224x224 1 bleeding, 5.6ms\n",
"image 218/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (803).png: 224x224 1 bleeding, 5.9ms\n",
"image 219/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (809).png: 224x224 5.6ms\n",
"image 220/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (81).png: 224x224 1 bleeding, 5.8ms\n",
"image 221/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (811).png: 224x224 1 bleeding, 5.2ms\n",
"image 222/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (817).png: 224x224 1 bleeding, 6.1ms\n",
"image 223/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (82).png: 224x224 1 bleeding, 5.3ms\n",
"image 224/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (820).png: 224x224 1 bleeding, 5.9ms\n",
"image 225/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (822).png: 224x224 1 bleeding, 8.7ms\n",
"image 226/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (824).png: 224x224 1 bleeding, 5.6ms\n",
"image 227/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (842).png: 224x224 1 bleeding, 5.3ms\n",
"image 228/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (847).png: 224x224 1 bleeding, 6.0ms\n",
"image 229/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (853).png: 224x224 1 bleeding, 5.3ms\n",
"image 230/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (855).png: 224x224 1 bleeding, 5.9ms\n",
"image 231/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (860).png: 224x224 1 bleeding, 5.3ms\n",
"image 232/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (867).png: 224x224 1 bleeding, 6.2ms\n",
"image 233/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (869).png: 224x224 1 bleeding, 5.7ms\n",
"image 234/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (874).png: 224x224 1 bleeding, 5.9ms\n",
"image 235/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (877).png: 224x224 2 bleedings, 5.9ms\n",
"image 236/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (879).png: 224x224 1 bleeding, 5.5ms\n",
"image 237/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (886).png: 224x224 1 bleeding, 5.9ms\n",
"image 238/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (916).png: 224x224 1 bleeding, 5.2ms\n",
"image 239/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (920).png: 224x224 1 bleeding, 5.9ms\n",
"image 240/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (925).png: 224x224 1 bleeding, 5.2ms\n",
"image 241/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (928).png: 224x224 1 bleeding, 5.7ms\n",
"image 242/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (932).png: 224x224 1 bleeding, 5.8ms\n",
"image 243/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (933).png: 224x224 2 bleedings, 5.4ms\n",
"image 244/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (938).png: 224x224 1 bleeding, 6.1ms\n",
"image 245/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (939).png: 224x224 1 bleeding, 5.3ms\n",
"image 246/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (942).png: 224x224 1 bleeding, 6.6ms\n",
"image 247/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (949).png: 224x224 1 bleeding, 5.3ms\n",
"image 248/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (95).png: 224x224 7.1ms\n",
"image 249/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (953).png: 224x224 3 bleedings, 6.5ms\n",
"image 250/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (954).png: 224x224 1 bleeding, 5.6ms\n",
"image 251/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (957).png: 224x224 1 bleeding, 5.7ms\n",
"image 252/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (959).png: 224x224 2 bleedings, 5.3ms\n",
"image 253/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (963).png: 224x224 1 bleeding, 5.5ms\n",
"image 254/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (969).png: 224x224 1 bleeding, 6.6ms\n",
"image 255/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (978).png: 224x224 2 bleedings, 5.5ms\n",
"image 256/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (984).png: 224x224 1 bleeding, 5.2ms\n",
"image 257/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (989).png: 224x224 1 bleeding, 5.9ms\n",
"image 258/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (990).png: 224x224 1 bleeding, 8.9ms\n",
"image 259/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (993).png: 224x224 5.4ms\n",
"image 260/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (995).png: 224x224 5.2ms\n",
"image 261/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (997).png: 224x224 5.9ms\n",
"image 262/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (999).png: 224x224 1 bleeding, 5.4ms\n",
"image 263/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (10).png: 224x224 5.6ms\n",
"image 264/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (1005).png: 224x224 5.6ms\n",
"image 265/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (1007).png: 224x224 6.2ms\n",
"image 266/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (1011).png: 224x224 6.1ms\n",
"image 267/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (1019).png: 224x224 5.4ms\n",
"image 268/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (1024).png: 224x224 5.6ms\n",
"image 269/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (1028).png: 224x224 5.3ms\n",
"image 270/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (1035).png: 224x224 5.6ms\n",
"image 271/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (104).png: 224x224 5.3ms\n",
"image 272/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (1046).png: 224x224 5.6ms\n",
"image 273/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (1050).png: 224x224 5.4ms\n",
"image 274/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (1067).png: 224x224 5.9ms\n",
"image 275/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (1070).png: 224x224 5.5ms\n",
"image 276/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (1071).png: 224x224 5.6ms\n",
"image 277/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (1074).png: 224x224 7.0ms\n",
"image 278/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (1075).png: 224x224 5.5ms\n",
"image 279/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (1076).png: 224x224 5.4ms\n",
"image 280/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (1086).png: 224x224 6.2ms\n",
"image 281/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (109).png: 224x224 5.4ms\n",
"image 282/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (1096).png: 224x224 5.7ms\n",
"image 283/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (1097).png: 224x224 5.2ms\n",
"image 284/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (1108).png: 224x224 5.9ms\n",
"image 285/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (1111).png: 224x224 5.2ms\n",
"image 286/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (1118).png: 224x224 5.5ms\n",
"image 287/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (1124).png: 224x224 5.1ms\n",
"image 288/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (1135).png: 224x224 7.1ms\n",
"image 289/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (1142).png: 224x224 5.5ms\n",
"image 290/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (1143).png: 224x224 5.2ms\n",
"image 291/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (1146).png: 224x224 5.5ms\n",
"image 292/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (1154).png: 224x224 5.5ms\n",
"image 293/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (1159).png: 224x224 6.1ms\n",
"image 294/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (1165).png: 224x224 6.3ms\n",
"image 295/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (1169).png: 224x224 5.8ms\n",
"image 296/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (1171).png: 224x224 5.2ms\n",
"image 297/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (1174).png: 224x224 5.6ms\n",
"image 298/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (1185).png: 224x224 5.4ms\n",
"image 299/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (1188).png: 224x224 5.8ms\n",
"image 300/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (1190).png: 224x224 5.3ms\n",
"image 301/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (1194).png: 224x224 6.9ms\n",
"image 302/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (1196).png: 224x224 5.5ms\n",
"image 303/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (1199).png: 224x224 5.8ms\n",
"image 304/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (1200).png: 224x224 5.3ms\n",
"image 305/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (1206).png: 224x224 5.7ms\n",
"image 306/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (1214).png: 224x224 5.4ms\n",
"image 307/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (1219).png: 224x224 5.7ms\n",
"image 308/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (1238).png: 224x224 5.8ms\n",
"image 309/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (1239).png: 224x224 5.9ms\n",
"image 310/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (124).png: 224x224 5.4ms\n",
"image 311/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (1243).png: 224x224 5.9ms\n",
"image 312/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (1247).png: 224x224 9.8ms\n",
"image 313/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (1254).png: 224x224 8.1ms\n",
"image 314/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (1255).png: 224x224 5.5ms\n",
"image 315/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (1256).png: 224x224 5.6ms\n",
"image 316/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (1259).png: 224x224 5.9ms\n",
"image 317/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (1261).png: 224x224 5.7ms\n",
"image 318/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (1281).png: 224x224 7.7ms\n",
"image 319/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (1282).png: 224x224 5.5ms\n",
"image 320/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (1284).png: 224x224 7.6ms\n",
"image 321/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (1286).png: 224x224 6.7ms\n",
"image 322/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (1289).png: 224x224 7.3ms\n",
"image 323/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (1290).png: 224x224 6.9ms\n",
"image 324/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (1294).png: 224x224 5.7ms\n",
"image 325/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (1299).png: 224x224 6.6ms\n",
"image 326/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (13).png: 224x224 5.7ms\n",
"image 327/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (1304).png: 224x224 5.5ms\n",
"image 328/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (1307).png: 224x224 6.0ms\n",
"image 329/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (133).png: 224x224 5.6ms\n",
"image 330/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (137).png: 224x224 6.0ms\n",
"image 331/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (141).png: 224x224 5.5ms\n",
"image 332/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (146).png: 224x224 5.6ms\n",
"image 333/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (15).png: 224x224 5.4ms\n",
"image 334/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (153).png: 224x224 5.9ms\n",
"image 335/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (161).png: 224x224 5.5ms\n",
"image 336/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (169).png: 224x224 6.8ms\n",
"image 337/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (174).png: 224x224 5.6ms\n",
"image 338/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (179).png: 224x224 5.7ms\n",
"image 339/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (184).png: 224x224 6.0ms\n",
"image 340/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (187).png: 224x224 5.7ms\n",
"image 341/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (194).png: 224x224 6.2ms\n",
"image 342/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (200).png: 224x224 8.9ms\n",
"image 343/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (204).png: 224x224 6.0ms\n",
"image 344/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (207).png: 224x224 5.3ms\n",
"image 345/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (208).png: 224x224 5.6ms\n",
"image 346/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (21).png: 224x224 6.0ms\n",
"image 347/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (214).png: 224x224 5.3ms\n",
"image 348/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (216).png: 224x224 5.8ms\n",
"image 349/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (219).png: 224x224 5.4ms\n",
"image 350/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (221).png: 224x224 5.8ms\n",
"image 351/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (225).png: 224x224 5.4ms\n",
"image 352/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (226).png: 224x224 6.2ms\n",
"image 353/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (228).png: 224x224 8.7ms\n",
"image 354/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (23).png: 224x224 5.5ms\n",
"image 355/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (232).png: 224x224 5.4ms\n",
"image 356/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (235).png: 224x224 5.6ms\n",
"image 357/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (238).png: 224x224 5.3ms\n",
"image 358/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (241).png: 224x224 5.8ms\n",
"image 359/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (252).png: 224x224 5.5ms\n",
"image 360/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (257).png: 224x224 5.4ms\n",
"image 361/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (262).png: 224x224 5.2ms\n",
"image 362/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (270).png: 224x224 5.5ms\n",
"image 363/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (272).png: 224x224 5.6ms\n",
"image 364/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (274).png: 224x224 5.8ms\n",
"image 365/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (275).png: 224x224 5.5ms\n",
"image 366/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (276).png: 224x224 5.6ms\n",
"image 367/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (278).png: 224x224 5.5ms\n",
"image 368/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (280).png: 224x224 5.8ms\n",
"image 369/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (283).png: 224x224 1 bleeding, 5.3ms\n",
"image 370/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (286).png: 224x224 5.5ms\n",
"image 371/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (289).png: 224x224 5.6ms\n",
"image 372/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (306).png: 224x224 5.5ms\n",
"image 373/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (315).png: 224x224 5.5ms\n",
"image 374/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (317).png: 224x224 5.8ms\n",
"image 375/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (32).png: 224x224 5.3ms\n",
"image 376/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (323).png: 224x224 5.8ms\n",
"image 377/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (325).png: 224x224 5.7ms\n",
"image 378/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (329).png: 224x224 7.1ms\n",
"image 379/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (33).png: 224x224 6.2ms\n",
"image 380/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (330).png: 224x224 6.0ms\n",
"image 381/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (335).png: 224x224 5.3ms\n",
"image 382/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (34).png: 224x224 5.8ms\n",
"image 383/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (347).png: 224x224 5.4ms\n",
"image 384/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (35).png: 224x224 5.6ms\n",
"image 385/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (352).png: 224x224 5.4ms\n",
"image 386/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (36).png: 224x224 7.1ms\n",
"image 387/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (371).png: 224x224 5.4ms\n",
"image 388/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (376).png: 224x224 6.4ms\n",
"image 389/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (377).png: 224x224 5.9ms\n",
"image 390/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (378).png: 224x224 6.7ms\n",
"image 391/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (381).png: 224x224 8.5ms\n",
"image 392/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (382).png: 224x224 6.1ms\n",
"image 393/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (383).png: 224x224 6.0ms\n",
"image 394/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (390).png: 224x224 5.6ms\n",
"image 395/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (399).png: 224x224 5.9ms\n",
"image 396/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (40).png: 224x224 5.5ms\n",
"image 397/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (401).png: 224x224 6.1ms\n",
"image 398/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (404).png: 224x224 9.8ms\n",
"image 399/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (405).png: 224x224 5.7ms\n",
"image 400/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (407).png: 224x224 5.4ms\n",
"image 401/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (41).png: 224x224 6.2ms\n",
"image 402/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (410).png: 224x224 6.9ms\n",
"image 403/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (414).png: 224x224 5.6ms\n",
"image 404/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (417).png: 224x224 5.4ms\n",
"image 405/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (422).png: 224x224 5.7ms\n",
"image 406/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (426).png: 224x224 5.5ms\n",
"image 407/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (434).png: 224x224 5.6ms\n",
"image 408/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (439).png: 224x224 5.5ms\n",
"image 409/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (440).png: 224x224 6.7ms\n",
"image 410/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (444).png: 224x224 5.6ms\n",
"image 411/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (446).png: 224x224 5.3ms\n",
"image 412/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (450).png: 224x224 5.5ms\n",
"image 413/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (453).png: 224x224 5.5ms\n",
"image 414/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (454).png: 224x224 7.5ms\n",
"image 415/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (459).png: 224x224 5.4ms\n",
"image 416/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (467).png: 224x224 5.3ms\n",
"image 417/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (468).png: 224x224 1 bleeding, 5.4ms\n",
"image 418/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (471).png: 224x224 5.3ms\n",
"image 419/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (473).png: 224x224 5.9ms\n",
"image 420/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (478).png: 224x224 5.2ms\n",
"image 421/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (480).png: 224x224 5.7ms\n",
"image 422/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (485).png: 224x224 5.7ms\n",
"image 423/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (486).png: 224x224 5.9ms\n",
"image 424/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (499).png: 224x224 5.4ms\n",
"image 425/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (5).png: 224x224 6.5ms\n",
"image 426/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (501).png: 224x224 6.0ms\n",
"image 427/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (513).png: 224x224 5.4ms\n",
"image 428/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (523).png: 224x224 6.0ms\n",
"image 429/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (525).png: 224x224 5.2ms\n",
"image 430/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (532).png: 224x224 6.1ms\n",
"image 431/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (537).png: 224x224 5.8ms\n",
"image 432/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (541).png: 224x224 5.9ms\n",
"image 433/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (548).png: 224x224 5.5ms\n",
"image 434/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (549).png: 224x224 6.2ms\n",
"image 435/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (55).png: 224x224 5.7ms\n",
"image 436/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (567).png: 224x224 5.7ms\n",
"image 437/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (568).png: 224x224 5.3ms\n",
"image 438/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (572).png: 224x224 5.7ms\n",
"image 439/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (575).png: 224x224 5.8ms\n",
"image 440/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (579).png: 224x224 5.8ms\n",
"image 441/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (580).png: 224x224 5.5ms\n",
"image 442/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (590).png: 224x224 5.7ms\n",
"image 443/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (603).png: 224x224 5.4ms\n",
"image 444/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (609).png: 224x224 5.8ms\n",
"image 445/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (610).png: 224x224 5.2ms\n",
"image 446/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (617).png: 224x224 5.6ms\n",
"image 447/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (619).png: 224x224 5.6ms\n",
"image 448/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (626).png: 224x224 9.4ms\n",
"image 449/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (63).png: 224x224 5.5ms\n",
"image 450/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (633).png: 224x224 5.4ms\n",
"image 451/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (635).png: 224x224 7.0ms\n",
"image 452/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (640).png: 224x224 5.7ms\n",
"image 453/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (652).png: 224x224 5.4ms\n",
"image 454/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (663).png: 224x224 5.6ms\n",
"image 455/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (67).png: 224x224 5.4ms\n",
"image 456/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (670).png: 224x224 6.1ms\n",
"image 457/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (676).png: 224x224 5.2ms\n",
"image 458/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (677).png: 224x224 6.1ms\n",
"image 459/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (679).png: 224x224 5.8ms\n",
"image 460/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (680).png: 224x224 5.7ms\n",
"image 461/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (692).png: 224x224 5.3ms\n",
"image 462/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (699).png: 224x224 5.5ms\n",
"image 463/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (701).png: 224x224 1 bleeding, 5.5ms\n",
"image 464/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (706).png: 224x224 5.6ms\n",
"image 465/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (710).png: 224x224 6.0ms\n",
"image 466/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (715).png: 224x224 5.7ms\n",
"image 467/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (717).png: 224x224 5.4ms\n",
"image 468/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (720).png: 224x224 5.7ms\n",
"image 469/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (721).png: 224x224 5.3ms\n",
"image 470/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (723).png: 224x224 5.6ms\n",
"image 471/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (728).png: 224x224 5.1ms\n",
"image 472/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (739).png: 224x224 6.2ms\n",
"image 473/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (755).png: 224x224 5.9ms\n",
"image 474/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (757).png: 224x224 5.4ms\n",
"image 475/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (761).png: 224x224 7.0ms\n",
"image 476/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (767).png: 224x224 5.4ms\n",
"image 477/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (77).png: 224x224 5.4ms\n",
"image 478/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (777).png: 224x224 5.8ms\n",
"image 479/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (783).png: 224x224 5.6ms\n",
"image 480/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (784).png: 224x224 5.8ms\n",
"image 481/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (786).png: 224x224 5.4ms\n",
"image 482/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (799).png: 224x224 5.5ms\n",
"image 483/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (8).png: 224x224 5.9ms\n",
"image 484/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (801).png: 224x224 5.5ms\n",
"image 485/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (807).png: 224x224 5.2ms\n",
"image 486/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (830).png: 224x224 5.8ms\n",
"image 487/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (831).png: 224x224 9.1ms\n",
"image 488/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (839).png: 224x224 7.6ms\n",
"image 489/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (840).png: 224x224 6.2ms\n",
"image 490/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (842).png: 224x224 5.2ms\n",
"image 491/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (855).png: 224x224 5.4ms\n",
"image 492/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (856).png: 224x224 5.4ms\n",
"image 493/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (860).png: 224x224 5.5ms\n",
"image 494/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (862).png: 224x224 5.6ms\n",
"image 495/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (867).png: 224x224 5.6ms\n",
"image 496/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (872).png: 224x224 5.3ms\n",
"image 497/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (877).png: 224x224 5.9ms\n",
"image 498/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (88).png: 224x224 5.7ms\n",
"image 499/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (880).png: 224x224 5.6ms\n",
"image 500/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (887).png: 224x224 6.0ms\n",
"image 501/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (89).png: 224x224 5.5ms\n",
"image 502/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (897).png: 224x224 5.5ms\n",
"image 503/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (9).png: 224x224 5.7ms\n",
"image 504/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (903).png: 224x224 5.2ms\n",
"image 505/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (908).png: 224x224 5.7ms\n",
"image 506/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (91).png: 224x224 5.5ms\n",
"image 507/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (921).png: 224x224 7.5ms\n",
"image 508/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (923).png: 224x224 5.7ms\n",
"image 509/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (924).png: 224x224 6.2ms\n",
"image 510/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (934).png: 224x224 5.9ms\n",
"image 511/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (940).png: 224x224 5.9ms\n",
"image 512/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (947).png: 224x224 5.9ms\n",
"image 513/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (951).png: 224x224 5.8ms\n",
"image 514/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (96).png: 224x224 5.9ms\n",
"image 515/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (963).png: 224x224 5.6ms\n",
"image 516/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (964).png: 224x224 6.6ms\n",
"image 517/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (977).png: 224x224 5.8ms\n",
"image 518/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (978).png: 224x224 6.2ms\n",
"image 519/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (980).png: 224x224 6.0ms\n",
"image 520/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (982).png: 224x224 8.6ms\n",
"image 521/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (983).png: 224x224 6.1ms\n",
"image 522/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (986).png: 224x224 5.7ms\n",
"image 523/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (993).png: 224x224 6.4ms\n",
"image 524/524 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/imgnb- (998).png: 224x224 6.3ms\n",
"Speed: 0.2ms pre-process, 6.0ms inference, 1.0ms postprocess per image at shape (1, 3, 224, 224)\n"
]
}
],
"source": [
"!yolo task=detect mode=predict model=runs/detect/train/weights/best.pt conf=0.25 source=/content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images"
]
},
{
"cell_type": "code",
"source": [
"!yolo task=detect mode=predict model=runs/detect/train/weights/best.pt conf=0.25 source='/content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (1305).png'"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "Y-QJ03NWoyJG",
"outputId": "87137723-cc81-4eee-a47b-74d76ccd49ce"
},
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"2023-10-01 09:34:56.667056: I tensorflow/core/platform/cpu_feature_guard.cc:182] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.\n",
"To enable the following instructions: AVX2 FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.\n",
"2023-10-01 09:34:57.610548: W tensorflow/compiler/tf2tensorrt/utils/py_utils.cc:38] TF-TRT Warning: Could not find TensorRT\n",
"Ultralytics YOLOv8.0.20 🚀 Python-3.10.12 torch-2.0.1+cu118 CUDA:0 (Tesla T4, 15102MiB)\n",
"Model summary (fused): 168 layers, 11126358 parameters, 0 gradients, 28.4 GFLOPs\n",
"image 1/1 /content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (1305).png: 224x224 1 bleeding, 8.4ms\n",
"Speed: 0.4ms pre-process, 8.4ms inference, 129.9ms postprocess per image at shape (1, 3, 224, 224)\n"
]
}
]
},
{
"cell_type": "code",
"source": [
"import cv2\n",
"import numpy as np\n",
"from PIL import Image\n",
"\n",
"from ultralytics import YOLO\n",
"\n",
"# Load the YOLOv8 model\n",
"model = YOLO(\"runs/detect/train/weights/best.pt\")\n",
"\n",
"# Read the image\n",
"image = cv2.imread(\"/content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (1305).png\")\n",
"\n",
"# Make a prediction\n",
"results = model.predict(image)\n",
"\n",
"# Draw the predicted bounding boxes on the image\n",
"for result in results:\n",
" if len(result) == 3:\n",
" label, confidence, bbox = result\n",
" cv2.rectangle(image, (bbox[0], bbox[1]), (bbox[2], bbox[3]), (0, 255, 0), 2)\n",
" cv2.putText(image, label, (bbox[0], bbox[1] - 10), cv2.FONT_HERSHEY_SIMPLEX, 0.5, (0, 0, 255), 2)\n",
" else:\n",
" print(f\"Warning: Unexpected result from YOLOv8 model: {result}\")\n",
"\n",
"\n",
"# Display the image\n",
"cv2.imshow(\"Predicted Bounding Boxes\", image)\n",
"cv2.waitKey(0)\n",
"\n",
"# Print the label and bounded box\n",
"for result in results:\n",
" label, confidence, bbox = result\n",
" print(f\"Label: {label}, Confidence: {confidence}, Bounding Box: {bbox}\")\n"
],
"metadata": {
"id": "qu0gUQLHqRau"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [
"import cv2\n",
"import numpy as np\n",
"from PIL import Image\n",
"\n",
"from ultralytics import YOLO\n",
"\n",
"# Load the YOLOv8 model\n",
"model = YOLO(\"runs/detect/train/weights/best.pt\")\n",
"\n",
"# Read the image\n",
"image = cv2.imread(\"/content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (1305).png\")\n",
"\n",
"# Make a prediction\n",
"results = model.predict(image)\n",
"\n",
"# Draw the predicted bounding boxes on the image\n",
"for result in results:\n",
" if len(result) == 3:\n",
" label, confidence, bbox = result\n",
" cv2.rectangle(image, (bbox[0], bbox[1]), (bbox[2], bbox[3]), (0, 255, 0), 2)\n",
" cv2.putText(image, label, (bbox[0], bbox[1] - 10), cv2.FONT_HERSHEY_SIMPLEX, 0.5, (0, 0, 255), 2)\n",
" else:\n",
" print(f\"Warning: Unexpected result from YOLOv8 model: {result}\")\n",
"\n",
"# Save the image\n",
"output_image_path = \"/content/drive/MyDrive/WCEbleedGen/outputs/img- (1305)_out.png\"\n",
"cv2.imwrite(output_image_path, image)\n",
"\n",
"print(f\"Successfully saved the image to {output_image_path}\")\n"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "-02xrYfHq54I",
"outputId": "bd2c6e67-7660-4f0b-8ffe-72f0a15e3b4f"
},
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stderr",
"text": [
"Ultralytics YOLOv8.0.20 🚀 Python-3.10.12 torch-2.0.1+cu118 CUDA:0 (Tesla T4, 15102MiB)\n",
"Model summary (fused): 168 layers, 11126358 parameters, 0 gradients, 28.4 GFLOPs\n"
]
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"Warning: Unexpected result from YOLOv8 model: tensor([[ 2.00000, 0.00000, 200.00000, 223.00000, 0.43368, 0.00000]], device='cuda:0')\n",
"Successfully saved the image to /content/drive/MyDrive/WCEbleedGen/outputs/img- (1305)_out.png\n"
]
}
]
},
{
"cell_type": "markdown",
"source": [
"# **TEST**"
],
"metadata": {
"id": "HamOBApzLvAw"
}
},
{
"cell_type": "code",
"source": [
"import cv2\n",
"import numpy as np\n",
"from ultralytics import YOLO\n",
"\n",
"# Load the YOLOv8 model\n",
"model = YOLO('/content/drive/MyDrive/WCEbleedGen/Yolovs8 model/runs_75/detect/train/weights/best.pt')\n",
"\n",
"# Load the image\n",
"#image = cv2.imread('D:\\CSE\\Semester - 5\\Extra\\IIT jammu\\YOLO\\Code\\Data\\\\valid\\images\\img- (4).png')\n",
"image = cv2.imread('/content/drive/MyDrive/WCEbleedGen/YOLO8/valid/images/img- (1005).png')\n",
"\n",
"# Perform inference\n",
"results = model.predict(image)\n",
"box=results[0].boxes[0]\n",
"\n",
"print(box)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "-dlED_U6Luq3",
"outputId": "e94fe8c9-94d2-4990-981f-a48c6adbcc94"
},
"execution_count": 4,
"outputs": [
{
"output_type": "stream",
"name": "stderr",
"text": [
"\n",
"0: 224x224 1 bleeding, 209.2ms\n",
"Speed: 4.1ms preprocess, 209.2ms inference, 21.9ms postprocess per image at shape (1, 3, 224, 224)\n"
]
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"ultralytics.engine.results.Boxes object with attributes:\n",
"\n",
"cls: tensor([0.])\n",
"conf: tensor([0.7626])\n",
"data: tensor([[ 75.6658, 19.6758, 147.1140, 111.1990, 0.7626, 0.0000]])\n",
"id: None\n",
"is_track: False\n",
"orig_shape: (224, 224)\n",
"shape: torch.Size([1, 6])\n",
"xywh: tensor([[111.3899, 65.4374, 71.4482, 91.5233]])\n",
"xywhn: tensor([[0.4973, 0.2921, 0.3190, 0.4086]])\n",
"xyxy: tensor([[ 75.6658, 19.6758, 147.1140, 111.1990]])\n",
"xyxyn: tensor([[0.3378, 0.0878, 0.6568, 0.4964]])\n"
]
}
]
}
],
"metadata": {
"colab": {
"provenance": []
},
"kernelspec": {
"display_name": "Python 3",
"name": "python3"
},
"language_info": {
"name": "python"
}
},
"nbformat": 4,
"nbformat_minor": 0
}