Datasets
Models
Downloads: 1
1219 lines (1219 with data), 118.8 kB
{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"provenance": [],
"gpuType": "T4"
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
},
"language_info": {
"name": "python"
},
"accelerator": "GPU"
},
"cells": [
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "5Wo1y-ozVdnv",
"outputId": "a878573f-e573-4d7f-a77a-41777222278e"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Collecting ultralytics\n",
" Downloading ultralytics-8.0.190-py3-none-any.whl (615 kB)\n",
"\u001b[?25l \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m0.0/615.6 kB\u001b[0m \u001b[31m?\u001b[0m eta \u001b[36m-:--:--\u001b[0m\r\u001b[2K \u001b[91m━━━━\u001b[0m\u001b[91m╸\u001b[0m\u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m71.7/615.6 kB\u001b[0m \u001b[31m2.1 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m\r\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m615.6/615.6 kB\u001b[0m \u001b[31m10.6 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) (1.11.2)\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) (1.1.0)\n",
"Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.10/dist-packages (from matplotlib>=3.3.0->ultralytics) (0.11.0)\n",
"Requirement already satisfied: fonttools>=4.22.0 in /usr/local/lib/python3.10/dist-packages (from matplotlib>=3.3.0->ultralytics) (4.42.1)\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) (23.1)\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) (3.2.0)\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) (2.0.4)\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) (3.12.2)\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) (3.27.4.1)\n",
"Requirement already satisfied: lit in /usr/local/lib/python3.10/dist-packages (from triton==2.0.0->torch>=1.8.0->ultralytics) (16.0.6)\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-8.0.190\n"
]
}
],
"source": [
"!pip install ultralytics"
]
},
{
"cell_type": "code",
"source": [
"!yolo task=detect mode=train model=yolov8s.pt data=/content/drive/MyDrive/Blood/data.yaml epochs=300 plots=True batch = -1 patience=50 val=True"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "mvbFR-aqX5Vz",
"outputId": "1f496f40-eba8-4b0f-8834-52145e24a86c"
},
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Downloading https://github.com/ultralytics/assets/releases/download/v0.0.0/yolov8s.pt to 'yolov8s.pt'...\n",
"100% 21.5M/21.5M [00:01<00:00, 17.1MB/s]\n",
"Ultralytics YOLOv8.0.190 🚀 Python-3.10.12 torch-2.0.1+cu118 CUDA:0 (Tesla T4, 15102MiB)\n",
"\u001b[34m\u001b[1mengine/trainer: \u001b[0mtask=detect, mode=train, model=yolov8s.pt, data=/content/drive/MyDrive/Blood/data.yaml, epochs=300, patience=50, batch=-1, imgsz=640, save=True, save_period=-1, cache=False, device=None, workers=8, project=None, name=None, exist_ok=False, pretrained=True, optimizer=auto, verbose=True, seed=0, deterministic=True, single_cls=False, rect=False, cos_lr=False, close_mosaic=10, resume=False, amp=True, fraction=1.0, profile=False, freeze=None, overlap_mask=True, mask_ratio=4, dropout=0.0, val=True, split=val, save_json=False, save_hybrid=False, conf=None, iou=0.7, max_det=300, half=False, dnn=False, plots=True, source=None, show=False, save_txt=False, save_conf=False, save_crop=False, show_labels=True, show_conf=True, vid_stride=1, stream_buffer=False, line_width=None, 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=None, workspace=4, nms=False, lr0=0.01, lrf=0.01, momentum=0.937, weight_decay=0.0005, warmup_epochs=3.0, warmup_momentum=0.8, warmup_bias_lr=0.1, box=7.5, cls=0.5, dfl=1.5, pose=12.0, kobj=1.0, 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, tracker=botsort.yaml, 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, 66.7MB/s]\n",
"Overriding model.yaml nc=80 with nc=1\n",
"\n",
" from n params module arguments \n",
" 0 -1 1 928 ultralytics.nn.modules.conv.Conv [3, 32, 3, 2] \n",
" 1 -1 1 18560 ultralytics.nn.modules.conv.Conv [32, 64, 3, 2] \n",
" 2 -1 1 29056 ultralytics.nn.modules.block.C2f [64, 64, 1, True] \n",
" 3 -1 1 73984 ultralytics.nn.modules.conv.Conv [64, 128, 3, 2] \n",
" 4 -1 2 197632 ultralytics.nn.modules.block.C2f [128, 128, 2, True] \n",
" 5 -1 1 295424 ultralytics.nn.modules.conv.Conv [128, 256, 3, 2] \n",
" 6 -1 2 788480 ultralytics.nn.modules.block.C2f [256, 256, 2, True] \n",
" 7 -1 1 1180672 ultralytics.nn.modules.conv.Conv [256, 512, 3, 2] \n",
" 8 -1 1 1838080 ultralytics.nn.modules.block.C2f [512, 512, 1, True] \n",
" 9 -1 1 656896 ultralytics.nn.modules.block.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.conv.Concat [1] \n",
" 12 -1 1 591360 ultralytics.nn.modules.block.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.conv.Concat [1] \n",
" 15 -1 1 148224 ultralytics.nn.modules.block.C2f [384, 128, 1] \n",
" 16 -1 1 147712 ultralytics.nn.modules.conv.Conv [128, 128, 3, 2] \n",
" 17 [-1, 12] 1 0 ultralytics.nn.modules.conv.Concat [1] \n",
" 18 -1 1 493056 ultralytics.nn.modules.block.C2f [384, 256, 1] \n",
" 19 -1 1 590336 ultralytics.nn.modules.conv.Conv [256, 256, 3, 2] \n",
" 20 [-1, 9] 1 0 ultralytics.nn.modules.conv.Concat [1] \n",
" 21 -1 1 1969152 ultralytics.nn.modules.block.C2f [768, 512, 1] \n",
" 22 [15, 18, 21] 1 2116435 ultralytics.nn.modules.head.Detect [1, [128, 256, 512]] \n",
"Model summary: 225 layers, 11135987 parameters, 11135971 gradients, 28.6 GFLOPs\n",
"\n",
"Transferred 349/355 items from pretrained weights\n",
"\u001b[34m\u001b[1mTensorBoard: \u001b[0mStart with 'tensorboard --logdir runs/detect/train', view at http://localhost:6006/\n",
"Freezing layer 'model.22.dfl.conv.weight'\n",
"\u001b[34m\u001b[1mAMP: \u001b[0mrunning Automatic Mixed Precision (AMP) checks with YOLOv8n...\n",
"Downloading https://github.com/ultralytics/assets/releases/download/v0.0.0/yolov8n.pt to 'yolov8n.pt'...\n",
"100% 6.23M/6.23M [00:00<00:00, 22.8MB/s]\n",
"\u001b[34m\u001b[1mAMP: \u001b[0mchecks passed ✅\n",
"\u001b[34m\u001b[1mAutoBatch: \u001b[0mComputing optimal batch size for imgsz=640\n",
"\u001b[34m\u001b[1mAutoBatch: \u001b[0mCUDA:0 (Tesla T4) 14.75G total, 0.26G reserved, 0.13G allocated, 14.37G free\n",
" Params GFLOPs GPU_mem (GB) forward (ms) backward (ms) input output\n",
" 11135987 28.65 0.377 128.7 55.32 (1, 3, 640, 640) list\n",
" 11135987 57.29 0.570 16.69 49.93 (2, 3, 640, 640) list\n",
" 11135987 114.6 1.044 22.77 51.87 (4, 3, 640, 640) list\n",
" 11135987 229.2 1.988 35.22 61.75 (8, 3, 640, 640) list\n",
" 11135987 458.4 3.731 62.7 89.42 (16, 3, 640, 640) list\n",
"\u001b[34m\u001b[1mAutoBatch: \u001b[0mUsing batch-size 37 for CUDA:0 8.86G/14.75G (60%) ✅\n",
"\u001b[34m\u001b[1mtrain: \u001b[0mScanning /content/drive/MyDrive/Blood/train_new/labels... 972 images, 182 backgrounds, 0 corrupt: 100% 972/972 [08:57<00:00, 1.81it/s]\n",
"\u001b[34m\u001b[1mtrain: \u001b[0mNew cache created: /content/drive/MyDrive/Blood/train_new/labels.cache\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/Blood/valid_new/labels... 229 images, 39 backgrounds, 0 corrupt: 100% 229/229 [01:58<00:00, 1.94it/s]\n",
"\u001b[34m\u001b[1mval: \u001b[0mNew cache created: /content/drive/MyDrive/Blood/valid_new/labels.cache\n",
"Plotting labels to runs/detect/train/labels.jpg... \n",
"\u001b[34m\u001b[1moptimizer:\u001b[0m 'optimizer=auto' found, ignoring 'lr0=0.01' and 'momentum=0.937' and determining best 'optimizer', 'lr0' and 'momentum' automatically... \n",
"\u001b[34m\u001b[1moptimizer:\u001b[0m AdamW(lr=0.002, momentum=0.9) with parameter groups 57 weight(decay=0.0), 64 weight(decay=0.000578125), 63 bias(decay=0.0)\n",
"Image sizes 640 train, 640 val\n",
"Using 2 dataloader workers\n",
"Logging results to \u001b[1mruns/detect/train\u001b[0m\n",
"Starting training for 300 epochs...\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 1/300 8.83G 1.711 4.3 1.953 22 640: 100% 27/27 [00:25<00:00, 1.07it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:05<00:00, 1.26s/it]\n",
" all 229 190 0.127 0.258 0.0697 0.0226\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 2/300 8.89G 1.76 2.604 1.994 16 640: 100% 27/27 [00:22<00:00, 1.21it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:03<00:00, 1.01it/s]\n",
" all 229 190 0.0188 0.0684 0.0035 0.000722\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 3/300 8.89G 1.973 2.732 2.189 14 640: 100% 27/27 [00:20<00:00, 1.29it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:02<00:00, 1.35it/s]\n",
" all 229 190 0.0188 0.0684 0.0035 0.000722\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 4/300 8.89G 1.925 2.689 2.117 10 640: 100% 27/27 [00:22<00:00, 1.22it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:03<00:00, 1.13it/s]\n",
" all 229 190 0.0046 0.163 0.0019 0.000439\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 5/300 8.93G 1.857 2.612 2.065 14 640: 100% 27/27 [00:20<00:00, 1.30it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:04<00:00, 1.23s/it]\n",
" all 229 190 0.0651 0.163 0.0192 0.00543\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 6/300 8.89G 1.89 2.629 2.081 16 640: 100% 27/27 [00:20<00:00, 1.33it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:04<00:00, 1.23s/it]\n",
" all 229 190 0.164 0.0947 0.0353 0.00861\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 7/300 8.91G 1.818 2.563 2.037 18 640: 100% 27/27 [00:22<00:00, 1.22it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:03<00:00, 1.16it/s]\n",
" all 229 190 0.0492 0.105 0.0289 0.0105\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 8/300 8.89G 1.773 2.48 1.978 21 640: 100% 27/27 [00:21<00:00, 1.23it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:03<00:00, 1.11it/s]\n",
" all 229 190 0.0759 0.237 0.058 0.0207\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 9/300 8.91G 1.725 2.395 1.952 16 640: 100% 27/27 [00:20<00:00, 1.29it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:04<00:00, 1.05s/it]\n",
" all 229 190 0.172 0.253 0.101 0.0313\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 10/300 8.89G 1.748 2.521 1.993 11 640: 100% 27/27 [00:20<00:00, 1.32it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:04<00:00, 1.16s/it]\n",
" all 229 190 0.253 0.295 0.142 0.0478\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 11/300 8.91G 1.71 2.363 1.931 24 640: 100% 27/27 [00:20<00:00, 1.32it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:05<00:00, 1.42s/it]\n",
" all 229 190 0.324 0.274 0.201 0.0683\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 12/300 8.89G 1.647 2.31 1.871 19 640: 100% 27/27 [00:20<00:00, 1.32it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:03<00:00, 1.00it/s]\n",
" all 229 190 0.125 0.411 0.119 0.0465\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 13/300 8.91G 1.635 2.342 1.891 15 640: 100% 27/27 [00:21<00:00, 1.26it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:03<00:00, 1.10it/s]\n",
" all 229 190 0.172 0.41 0.128 0.0513\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 14/300 8.89G 1.683 2.37 1.917 16 640: 100% 27/27 [00:22<00:00, 1.20it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:03<00:00, 1.13it/s]\n",
" all 229 190 0.39 0.353 0.262 0.122\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 15/300 8.91G 1.599 2.298 1.858 13 640: 100% 27/27 [00:21<00:00, 1.24it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:04<00:00, 1.11s/it]\n",
" all 229 190 0.343 0.353 0.22 0.1\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 16/300 8.89G 1.608 2.182 1.859 21 640: 100% 27/27 [00:22<00:00, 1.22it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:03<00:00, 1.11it/s]\n",
" all 229 190 0.363 0.36 0.273 0.106\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 17/300 8.92G 1.606 2.212 1.851 11 640: 100% 27/27 [00:22<00:00, 1.19it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:04<00:00, 1.04s/it]\n",
" all 229 190 0.327 0.279 0.171 0.0748\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 18/300 8.89G 1.537 2.154 1.793 17 640: 100% 27/27 [00:22<00:00, 1.19it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:03<00:00, 1.03it/s]\n",
" all 229 190 0.411 0.295 0.26 0.127\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 19/300 8.9G 1.615 2.221 1.865 18 640: 100% 27/27 [00:21<00:00, 1.26it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:04<00:00, 1.15s/it]\n",
" all 229 190 0.386 0.332 0.223 0.0875\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 20/300 8.89G 1.583 2.197 1.819 9 640: 100% 27/27 [00:20<00:00, 1.32it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:04<00:00, 1.16s/it]\n",
" all 229 190 0.473 0.3 0.302 0.138\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 21/300 8.91G 1.592 2.209 1.823 14 640: 100% 27/27 [00:21<00:00, 1.25it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:03<00:00, 1.08it/s]\n",
" all 229 190 0.427 0.374 0.272 0.11\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 22/300 8.89G 1.553 2.131 1.803 15 640: 100% 27/27 [00:22<00:00, 1.18it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:03<00:00, 1.12it/s]\n",
" all 229 190 0.37 0.426 0.313 0.161\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 23/300 8.91G 1.578 2.155 1.825 17 640: 100% 27/27 [00:22<00:00, 1.23it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:04<00:00, 1.13s/it]\n",
" all 229 190 0.416 0.363 0.299 0.15\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 24/300 8.89G 1.53 2.16 1.791 18 640: 100% 27/27 [00:20<00:00, 1.29it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:05<00:00, 1.39s/it]\n",
" all 229 190 0.374 0.395 0.32 0.155\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 25/300 8.91G 1.525 2.061 1.787 14 640: 100% 27/27 [00:22<00:00, 1.18it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:03<00:00, 1.10it/s]\n",
" all 229 190 0.217 0.432 0.205 0.0777\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 26/300 8.89G 1.502 2.058 1.76 23 640: 100% 27/27 [00:23<00:00, 1.17it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:03<00:00, 1.18it/s]\n",
" all 229 190 0.238 0.347 0.223 0.103\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 27/300 8.91G 1.499 2.032 1.77 13 640: 100% 27/27 [00:21<00:00, 1.23it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:04<00:00, 1.04s/it]\n",
" all 229 190 0.448 0.363 0.322 0.139\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 28/300 8.89G 1.485 2.008 1.742 23 640: 100% 27/27 [00:20<00:00, 1.30it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:05<00:00, 1.43s/it]\n",
" all 229 190 0.422 0.35 0.284 0.126\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 29/300 8.92G 1.522 2.08 1.772 23 640: 100% 27/27 [00:20<00:00, 1.29it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:03<00:00, 1.06it/s]\n",
" all 229 190 0.478 0.389 0.313 0.138\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 30/300 8.89G 1.497 2.08 1.736 15 640: 100% 27/27 [00:23<00:00, 1.15it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:03<00:00, 1.06it/s]\n",
" all 229 190 0.47 0.374 0.34 0.165\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 31/300 8.9G 1.482 1.984 1.742 18 640: 100% 27/27 [00:22<00:00, 1.20it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:03<00:00, 1.10it/s]\n",
" all 229 190 0.283 0.268 0.231 0.111\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 32/300 8.89G 1.434 1.941 1.69 14 640: 100% 27/27 [00:21<00:00, 1.27it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:05<00:00, 1.36s/it]\n",
" all 229 190 0.383 0.426 0.333 0.188\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 33/300 8.91G 1.453 1.979 1.718 14 640: 100% 27/27 [00:21<00:00, 1.26it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:04<00:00, 1.14s/it]\n",
" all 229 190 0.426 0.394 0.358 0.184\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 34/300 8.89G 1.467 1.962 1.721 21 640: 100% 27/27 [00:23<00:00, 1.17it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:03<00:00, 1.08it/s]\n",
" all 229 190 0.401 0.426 0.329 0.151\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 35/300 8.91G 1.466 1.952 1.728 17 640: 100% 27/27 [00:22<00:00, 1.22it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:04<00:00, 1.03s/it]\n",
" all 229 190 0.427 0.329 0.276 0.137\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 36/300 8.89G 1.437 1.889 1.694 18 640: 100% 27/27 [00:20<00:00, 1.32it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:05<00:00, 1.40s/it]\n",
" all 229 190 0.524 0.432 0.425 0.226\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 37/300 8.91G 1.444 1.909 1.702 11 640: 100% 27/27 [00:20<00:00, 1.30it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:03<00:00, 1.12it/s]\n",
" all 229 190 0.489 0.433 0.406 0.196\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 38/300 8.89G 1.411 1.841 1.687 18 640: 100% 27/27 [00:21<00:00, 1.25it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:03<00:00, 1.16it/s]\n",
" all 229 190 0.474 0.461 0.416 0.212\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 39/300 8.91G 1.492 1.946 1.725 16 640: 100% 27/27 [00:23<00:00, 1.17it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:04<00:00, 1.19s/it]\n",
" all 229 190 0.383 0.416 0.347 0.177\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 40/300 8.89G 1.427 1.89 1.694 17 640: 100% 27/27 [00:20<00:00, 1.30it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:04<00:00, 1.13s/it]\n",
" all 229 190 0.554 0.405 0.432 0.206\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 41/300 8.91G 1.44 1.906 1.704 9 640: 100% 27/27 [00:20<00:00, 1.31it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:03<00:00, 1.07it/s]\n",
" all 229 190 0.442 0.442 0.396 0.172\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 42/300 8.89G 1.42 1.879 1.699 18 640: 100% 27/27 [00:22<00:00, 1.21it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:03<00:00, 1.05it/s]\n",
" all 229 190 0.399 0.384 0.297 0.145\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 43/300 8.91G 1.423 1.903 1.696 15 640: 100% 27/27 [00:22<00:00, 1.19it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:05<00:00, 1.45s/it]\n",
" all 229 190 0.453 0.374 0.332 0.171\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 44/300 8.89G 1.393 1.82 1.672 12 640: 100% 27/27 [00:20<00:00, 1.31it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:03<00:00, 1.02it/s]\n",
" all 229 190 0.465 0.379 0.372 0.181\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 45/300 8.91G 1.432 1.886 1.676 18 640: 100% 27/27 [00:21<00:00, 1.27it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:03<00:00, 1.09it/s]\n",
" all 229 190 0.484 0.421 0.397 0.183\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 46/300 8.89G 1.392 1.877 1.645 15 640: 100% 27/27 [00:22<00:00, 1.22it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:03<00:00, 1.12it/s]\n",
" all 229 190 0.479 0.411 0.346 0.166\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 47/300 8.91G 1.431 1.882 1.703 13 640: 100% 27/27 [00:20<00:00, 1.31it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:05<00:00, 1.35s/it]\n",
" all 229 190 0.603 0.384 0.448 0.213\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 48/300 8.89G 1.394 1.823 1.679 16 640: 100% 27/27 [00:22<00:00, 1.19it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:03<00:00, 1.17it/s]\n",
" all 229 190 0.459 0.468 0.421 0.21\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 49/300 8.91G 1.368 1.818 1.647 14 640: 100% 27/27 [00:22<00:00, 1.19it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:03<00:00, 1.09it/s]\n",
" all 229 190 0.483 0.463 0.392 0.191\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 50/300 8.89G 1.405 1.841 1.684 13 640: 100% 27/27 [00:21<00:00, 1.25it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:04<00:00, 1.10s/it]\n",
" all 229 190 0.53 0.363 0.387 0.182\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 51/300 8.91G 1.379 1.79 1.683 15 640: 100% 27/27 [00:20<00:00, 1.29it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:05<00:00, 1.35s/it]\n",
" all 229 190 0.512 0.421 0.438 0.222\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 52/300 8.89G 1.389 1.782 1.664 19 640: 100% 27/27 [00:20<00:00, 1.31it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:03<00:00, 1.00it/s]\n",
" all 229 190 0.317 0.432 0.32 0.162\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 53/300 8.91G 1.405 1.744 1.649 14 640: 100% 27/27 [00:24<00:00, 1.12it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:03<00:00, 1.13it/s]\n",
" all 229 190 0.523 0.516 0.458 0.222\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 54/300 8.89G 1.373 1.825 1.65 24 640: 100% 27/27 [00:21<00:00, 1.27it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:04<00:00, 1.15s/it]\n",
" all 229 190 0.505 0.442 0.419 0.196\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 55/300 8.91G 1.305 1.701 1.625 12 640: 100% 27/27 [00:21<00:00, 1.26it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:05<00:00, 1.26s/it]\n",
" all 229 190 0.577 0.437 0.427 0.207\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 56/300 8.89G 1.359 1.785 1.638 8 640: 100% 27/27 [00:20<00:00, 1.29it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:03<00:00, 1.11it/s]\n",
" all 229 190 0.507 0.499 0.465 0.236\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 57/300 8.92G 1.355 1.754 1.666 21 640: 100% 27/27 [00:23<00:00, 1.16it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:03<00:00, 1.07it/s]\n",
" all 229 190 0.481 0.442 0.454 0.232\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 58/300 8.89G 1.367 1.776 1.652 20 640: 100% 27/27 [00:22<00:00, 1.22it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:03<00:00, 1.00it/s]\n",
" all 229 190 0.542 0.389 0.401 0.196\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 59/300 8.89G 1.363 1.754 1.64 15 640: 100% 27/27 [00:20<00:00, 1.29it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:05<00:00, 1.39s/it]\n",
" all 229 190 0.535 0.443 0.461 0.24\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 60/300 8.89G 1.302 1.672 1.605 13 640: 100% 27/27 [00:20<00:00, 1.30it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:03<00:00, 1.21it/s]\n",
" all 229 190 0.567 0.474 0.49 0.239\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 61/300 8.91G 1.316 1.715 1.629 24 640: 100% 27/27 [00:20<00:00, 1.31it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:03<00:00, 1.07it/s]\n",
" all 229 190 0.601 0.505 0.529 0.271\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 62/300 8.89G 1.334 1.683 1.615 16 640: 100% 27/27 [00:24<00:00, 1.12it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:03<00:00, 1.02it/s]\n",
" all 229 190 0.517 0.463 0.431 0.231\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 63/300 8.91G 1.361 1.755 1.621 19 640: 100% 27/27 [00:22<00:00, 1.18it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:04<00:00, 1.02s/it]\n",
" all 229 190 0.568 0.484 0.476 0.261\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 64/300 8.89G 1.31 1.682 1.602 14 640: 100% 27/27 [00:20<00:00, 1.31it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:05<00:00, 1.44s/it]\n",
" all 229 190 0.536 0.447 0.433 0.224\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 65/300 8.91G 1.333 1.743 1.61 13 640: 100% 27/27 [00:20<00:00, 1.29it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:03<00:00, 1.14it/s]\n",
" all 229 190 0.539 0.447 0.458 0.232\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 66/300 8.89G 1.335 1.672 1.607 15 640: 100% 27/27 [00:24<00:00, 1.11it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:03<00:00, 1.08it/s]\n",
" all 229 190 0.604 0.458 0.477 0.25\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 67/300 8.91G 1.304 1.624 1.589 16 640: 100% 27/27 [00:22<00:00, 1.20it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:04<00:00, 1.14s/it]\n",
" all 229 190 0.632 0.474 0.518 0.268\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 68/300 8.89G 1.287 1.645 1.584 19 640: 100% 27/27 [00:20<00:00, 1.29it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:05<00:00, 1.36s/it]\n",
" all 229 190 0.499 0.411 0.362 0.185\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 69/300 8.92G 1.32 1.613 1.59 15 640: 100% 27/27 [00:20<00:00, 1.30it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:03<00:00, 1.08it/s]\n",
" all 229 190 0.56 0.458 0.482 0.253\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 70/300 8.89G 1.306 1.641 1.585 20 640: 100% 27/27 [00:21<00:00, 1.24it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:03<00:00, 1.08it/s]\n",
" all 229 190 0.612 0.426 0.504 0.265\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 71/300 8.9G 1.295 1.613 1.599 16 640: 100% 27/27 [00:24<00:00, 1.10it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:03<00:00, 1.00it/s]\n",
" all 229 190 0.57 0.511 0.494 0.249\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 72/300 8.89G 1.328 1.601 1.599 15 640: 100% 27/27 [00:21<00:00, 1.28it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:05<00:00, 1.31s/it]\n",
" all 229 190 0.533 0.499 0.453 0.22\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 73/300 8.91G 1.271 1.635 1.572 18 640: 100% 27/27 [00:21<00:00, 1.28it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:04<00:00, 1.16s/it]\n",
" all 229 190 0.573 0.495 0.497 0.262\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 74/300 8.89G 1.273 1.576 1.562 18 640: 100% 27/27 [00:20<00:00, 1.30it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:03<00:00, 1.08it/s]\n",
" all 229 190 0.507 0.537 0.508 0.284\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 75/300 8.91G 1.277 1.566 1.582 20 640: 100% 27/27 [00:24<00:00, 1.12it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:04<00:00, 1.07s/it]\n",
" all 229 190 0.542 0.484 0.477 0.254\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 76/300 8.89G 1.303 1.611 1.587 11 640: 100% 27/27 [00:23<00:00, 1.17it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:03<00:00, 1.10it/s]\n",
" all 229 190 0.511 0.495 0.507 0.261\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 77/300 8.91G 1.289 1.607 1.582 17 640: 100% 27/27 [00:21<00:00, 1.23it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:04<00:00, 1.03s/it]\n",
" all 229 190 0.528 0.511 0.458 0.236\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 78/300 8.89G 1.265 1.556 1.558 15 640: 100% 27/27 [00:20<00:00, 1.32it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:04<00:00, 1.25s/it]\n",
" all 229 190 0.631 0.441 0.481 0.251\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 79/300 8.91G 1.263 1.537 1.565 15 640: 100% 27/27 [00:21<00:00, 1.28it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:03<00:00, 1.15it/s]\n",
" all 229 190 0.589 0.489 0.523 0.274\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 80/300 8.89G 1.285 1.557 1.57 21 640: 100% 27/27 [00:24<00:00, 1.12it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:03<00:00, 1.05it/s]\n",
" all 229 190 0.59 0.495 0.492 0.252\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 81/300 8.91G 1.255 1.56 1.538 10 640: 100% 27/27 [00:22<00:00, 1.19it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:03<00:00, 1.19it/s]\n",
" all 229 190 0.603 0.505 0.543 0.279\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 82/300 8.89G 1.262 1.511 1.539 16 640: 100% 27/27 [00:21<00:00, 1.27it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:04<00:00, 1.20s/it]\n",
" all 229 190 0.532 0.511 0.501 0.265\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 83/300 8.91G 1.253 1.525 1.582 15 640: 100% 27/27 [00:21<00:00, 1.27it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:05<00:00, 1.26s/it]\n",
" all 229 190 0.63 0.511 0.521 0.269\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 84/300 8.89G 1.246 1.514 1.556 16 640: 100% 27/27 [00:21<00:00, 1.28it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:03<00:00, 1.16it/s]\n",
" all 229 190 0.607 0.495 0.488 0.249\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 85/300 8.91G 1.27 1.514 1.559 16 640: 100% 27/27 [00:22<00:00, 1.19it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:03<00:00, 1.08it/s]\n",
" all 229 190 0.466 0.5 0.469 0.246\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 86/300 8.89G 1.265 1.545 1.582 18 640: 100% 27/27 [00:22<00:00, 1.22it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:03<00:00, 1.13it/s]\n",
" all 229 190 0.447 0.453 0.393 0.186\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 87/300 8.91G 1.235 1.474 1.539 24 640: 100% 27/27 [00:21<00:00, 1.26it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:05<00:00, 1.28s/it]\n",
" all 229 190 0.67 0.411 0.499 0.269\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 88/300 8.89G 1.295 1.497 1.582 18 640: 100% 27/27 [00:20<00:00, 1.29it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:04<00:00, 1.12s/it]\n",
" all 229 190 0.436 0.484 0.419 0.226\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 89/300 8.91G 1.241 1.474 1.529 16 640: 100% 27/27 [00:23<00:00, 1.15it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:04<00:00, 1.02s/it]\n",
" all 229 190 0.516 0.553 0.483 0.228\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 90/300 8.89G 1.261 1.557 1.559 17 640: 100% 27/27 [00:21<00:00, 1.24it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:03<00:00, 1.12it/s]\n",
" all 229 190 0.529 0.456 0.46 0.247\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 91/300 8.91G 1.204 1.475 1.522 15 640: 100% 27/27 [00:23<00:00, 1.17it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:03<00:00, 1.16it/s]\n",
" all 229 190 0.629 0.474 0.509 0.277\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 92/300 8.89G 1.217 1.446 1.525 18 640: 100% 27/27 [00:21<00:00, 1.27it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:05<00:00, 1.26s/it]\n",
" all 229 190 0.529 0.484 0.505 0.269\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 93/300 8.9G 1.229 1.45 1.533 16 640: 100% 27/27 [00:20<00:00, 1.30it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:05<00:00, 1.44s/it]\n",
" all 229 190 0.596 0.542 0.531 0.291\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 94/300 8.89G 1.208 1.425 1.505 20 640: 100% 27/27 [00:22<00:00, 1.19it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:05<00:00, 1.29s/it]\n",
" all 229 190 0.566 0.495 0.5 0.265\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 95/300 8.91G 1.219 1.436 1.508 18 640: 100% 27/27 [00:21<00:00, 1.28it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:03<00:00, 1.08it/s]\n",
" all 229 190 0.604 0.516 0.534 0.282\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 96/300 8.89G 1.207 1.463 1.511 18 640: 100% 27/27 [00:22<00:00, 1.19it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:03<00:00, 1.10it/s]\n",
" all 229 190 0.567 0.5 0.531 0.269\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 97/300 8.91G 1.19 1.43 1.488 10 640: 100% 27/27 [00:22<00:00, 1.21it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:04<00:00, 1.06s/it]\n",
" all 229 190 0.637 0.481 0.527 0.268\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 98/300 8.89G 1.244 1.441 1.539 14 640: 100% 27/27 [00:21<00:00, 1.28it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:06<00:00, 1.70s/it]\n",
" all 229 190 0.581 0.525 0.516 0.254\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 99/300 8.91G 1.238 1.442 1.521 16 640: 100% 27/27 [00:21<00:00, 1.24it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:03<00:00, 1.22it/s]\n",
" all 229 190 0.618 0.476 0.515 0.277\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 100/300 8.89G 1.167 1.396 1.468 19 640: 100% 27/27 [00:22<00:00, 1.20it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:03<00:00, 1.08it/s]\n",
" all 229 190 0.613 0.484 0.486 0.259\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 101/300 8.91G 1.176 1.334 1.482 21 640: 100% 27/27 [00:22<00:00, 1.21it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:03<00:00, 1.09it/s]\n",
" all 229 190 0.581 0.595 0.568 0.307\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 102/300 8.89G 1.187 1.337 1.502 18 640: 100% 27/27 [00:21<00:00, 1.28it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:05<00:00, 1.48s/it]\n",
" all 229 190 0.622 0.521 0.555 0.306\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 103/300 8.91G 1.216 1.341 1.503 15 640: 100% 27/27 [00:22<00:00, 1.20it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:04<00:00, 1.10s/it]\n",
" all 229 190 0.68 0.511 0.574 0.305\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 104/300 8.89G 1.192 1.306 1.483 14 640: 100% 27/27 [00:21<00:00, 1.28it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:03<00:00, 1.09it/s]\n",
" all 229 190 0.67 0.489 0.541 0.296\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 105/300 8.91G 1.21 1.371 1.511 13 640: 100% 27/27 [00:22<00:00, 1.17it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:03<00:00, 1.10it/s]\n",
" all 229 190 0.646 0.589 0.576 0.291\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 106/300 8.89G 1.183 1.401 1.497 22 640: 100% 27/27 [00:21<00:00, 1.27it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:04<00:00, 1.21s/it]\n",
" all 229 190 0.661 0.495 0.513 0.263\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 107/300 8.91G 1.198 1.373 1.512 20 640: 100% 27/27 [00:20<00:00, 1.30it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:05<00:00, 1.27s/it]\n",
" all 229 190 0.564 0.421 0.449 0.233\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 108/300 8.89G 1.186 1.344 1.497 22 640: 100% 27/27 [00:21<00:00, 1.23it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:03<00:00, 1.21it/s]\n",
" all 229 190 0.643 0.458 0.505 0.278\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 109/300 8.91G 1.161 1.33 1.446 11 640: 100% 27/27 [00:21<00:00, 1.25it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:03<00:00, 1.27it/s]\n",
" all 229 190 0.691 0.458 0.536 0.294\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 110/300 8.89G 1.17 1.367 1.478 20 640: 100% 27/27 [00:22<00:00, 1.21it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:03<00:00, 1.09it/s]\n",
" all 229 190 0.647 0.516 0.564 0.302\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 111/300 8.91G 1.161 1.371 1.482 21 640: 100% 27/27 [00:20<00:00, 1.31it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:05<00:00, 1.41s/it]\n",
" all 229 190 0.571 0.553 0.53 0.285\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 112/300 8.89G 1.155 1.333 1.472 17 640: 100% 27/27 [00:21<00:00, 1.28it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:05<00:00, 1.42s/it]\n",
" all 229 190 0.602 0.558 0.552 0.307\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 113/300 8.91G 1.122 1.305 1.44 14 640: 100% 27/27 [00:20<00:00, 1.30it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:03<00:00, 1.08it/s]\n",
" all 229 190 0.579 0.495 0.485 0.249\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 114/300 8.89G 1.172 1.362 1.489 22 640: 100% 27/27 [00:22<00:00, 1.18it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:03<00:00, 1.08it/s]\n",
" all 229 190 0.627 0.558 0.544 0.295\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 115/300 8.91G 1.134 1.277 1.452 14 640: 100% 27/27 [00:22<00:00, 1.21it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:04<00:00, 1.05s/it]\n",
" all 229 190 0.5 0.474 0.468 0.251\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 116/300 8.89G 1.184 1.322 1.483 19 640: 100% 27/27 [00:20<00:00, 1.31it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:05<00:00, 1.43s/it]\n",
" all 229 190 0.554 0.596 0.539 0.296\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 117/300 8.89G 1.117 1.269 1.458 10 640: 100% 27/27 [00:23<00:00, 1.16it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:04<00:00, 1.05s/it]\n",
" all 229 190 0.541 0.526 0.528 0.281\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 118/300 8.89G 1.167 1.302 1.496 17 640: 100% 27/27 [00:21<00:00, 1.24it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:03<00:00, 1.05it/s]\n",
" all 229 190 0.573 0.48 0.492 0.274\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 119/300 8.91G 1.141 1.308 1.454 17 640: 100% 27/27 [00:23<00:00, 1.17it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:03<00:00, 1.17it/s]\n",
" all 229 190 0.581 0.6 0.572 0.292\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 120/300 8.89G 1.13 1.282 1.446 20 640: 100% 27/27 [00:20<00:00, 1.30it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:05<00:00, 1.33s/it]\n",
" all 229 190 0.643 0.505 0.538 0.306\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 121/300 8.91G 1.15 1.299 1.463 18 640: 100% 27/27 [00:20<00:00, 1.29it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:05<00:00, 1.31s/it]\n",
" all 229 190 0.511 0.542 0.499 0.267\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 122/300 8.89G 1.164 1.317 1.484 12 640: 100% 27/27 [00:22<00:00, 1.18it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:04<00:00, 1.18s/it]\n",
" all 229 190 0.666 0.511 0.55 0.305\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 123/300 8.89G 1.128 1.275 1.453 19 640: 100% 27/27 [00:21<00:00, 1.27it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:04<00:00, 1.07s/it]\n",
" all 229 190 0.608 0.5 0.517 0.279\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 124/300 8.89G 1.106 1.238 1.443 19 640: 100% 27/27 [00:22<00:00, 1.18it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:03<00:00, 1.16it/s]\n",
" all 229 190 0.64 0.574 0.592 0.326\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 125/300 8.91G 1.102 1.27 1.43 14 640: 100% 27/27 [00:22<00:00, 1.18it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:03<00:00, 1.16it/s]\n",
" all 229 190 0.595 0.474 0.531 0.298\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 126/300 8.89G 1.097 1.222 1.427 16 640: 100% 27/27 [00:23<00:00, 1.16it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:05<00:00, 1.37s/it]\n",
" all 229 190 0.587 0.6 0.545 0.291\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 127/300 8.91G 1.118 1.245 1.446 15 640: 100% 27/27 [00:21<00:00, 1.28it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:04<00:00, 1.23s/it]\n",
" all 229 190 0.524 0.533 0.521 0.268\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 128/300 8.89G 1.074 1.231 1.392 21 640: 100% 27/27 [00:21<00:00, 1.26it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:03<00:00, 1.19it/s]\n",
" all 229 190 0.627 0.489 0.495 0.273\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 129/300 8.89G 1.112 1.235 1.43 18 640: 100% 27/27 [00:22<00:00, 1.19it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:03<00:00, 1.25it/s]\n",
" all 229 190 0.662 0.495 0.572 0.289\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 130/300 8.89G 1.127 1.248 1.437 21 640: 100% 27/27 [00:22<00:00, 1.21it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:04<00:00, 1.02s/it]\n",
" all 229 190 0.612 0.532 0.547 0.286\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 131/300 8.91G 1.129 1.213 1.454 14 640: 100% 27/27 [00:23<00:00, 1.17it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:05<00:00, 1.38s/it]\n",
" all 229 190 0.601 0.524 0.537 0.295\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 132/300 8.89G 1.099 1.2 1.421 10 640: 100% 27/27 [00:21<00:00, 1.28it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:04<00:00, 1.09s/it]\n",
" all 229 190 0.577 0.568 0.564 0.315\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 133/300 8.91G 1.103 1.208 1.427 20 640: 100% 27/27 [00:20<00:00, 1.29it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:03<00:00, 1.05it/s]\n",
" all 229 190 0.577 0.537 0.549 0.292\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 134/300 8.89G 1.059 1.177 1.394 18 640: 100% 27/27 [00:22<00:00, 1.19it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:03<00:00, 1.08it/s]\n",
" all 229 190 0.58 0.511 0.538 0.309\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 135/300 8.91G 1.098 1.223 1.417 19 640: 100% 27/27 [00:22<00:00, 1.21it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:04<00:00, 1.08s/it]\n",
" all 229 190 0.63 0.537 0.556 0.31\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 136/300 8.89G 1.113 1.202 1.426 19 640: 100% 27/27 [00:22<00:00, 1.21it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:04<00:00, 1.22s/it]\n",
" all 229 190 0.595 0.511 0.527 0.287\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 137/300 8.91G 1.09 1.217 1.432 21 640: 100% 27/27 [00:20<00:00, 1.31it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:05<00:00, 1.26s/it]\n",
" all 229 190 0.664 0.542 0.572 0.321\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 138/300 8.89G 1.084 1.222 1.413 13 640: 100% 27/27 [00:20<00:00, 1.30it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:03<00:00, 1.06it/s]\n",
" all 229 190 0.65 0.511 0.56 0.299\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 139/300 8.91G 1.069 1.174 1.406 13 640: 100% 27/27 [00:22<00:00, 1.23it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:03<00:00, 1.22it/s]\n",
" all 229 190 0.718 0.447 0.532 0.283\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 140/300 8.89G 1.067 1.197 1.396 16 640: 100% 27/27 [00:22<00:00, 1.19it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:05<00:00, 1.34s/it]\n",
" all 229 190 0.51 0.511 0.482 0.248\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 141/300 8.91G 1.046 1.154 1.388 20 640: 100% 27/27 [00:21<00:00, 1.28it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:03<00:00, 1.12it/s]\n",
" all 229 190 0.638 0.482 0.531 0.29\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 142/300 8.89G 1.07 1.148 1.4 17 640: 100% 27/27 [00:21<00:00, 1.24it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:03<00:00, 1.23it/s]\n",
" all 229 190 0.612 0.595 0.581 0.308\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 143/300 8.91G 1.076 1.165 1.398 16 640: 100% 27/27 [00:22<00:00, 1.23it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:03<00:00, 1.24it/s]\n",
" all 229 190 0.614 0.495 0.53 0.299\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 144/300 8.89G 1.056 1.154 1.401 16 640: 100% 27/27 [00:20<00:00, 1.29it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:05<00:00, 1.29s/it]\n",
" all 229 190 0.577 0.542 0.53 0.293\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 145/300 8.91G 1.054 1.145 1.385 10 640: 100% 27/27 [00:22<00:00, 1.20it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:03<00:00, 1.07it/s]\n",
" all 229 190 0.724 0.532 0.576 0.314\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 146/300 8.89G 1.038 1.113 1.366 14 640: 100% 27/27 [00:22<00:00, 1.20it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:03<00:00, 1.26it/s]\n",
" all 229 190 0.594 0.526 0.513 0.267\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 147/300 8.9G 1.06 1.17 1.398 16 640: 100% 27/27 [00:21<00:00, 1.23it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:03<00:00, 1.05it/s]\n",
" all 229 190 0.643 0.521 0.547 0.306\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 148/300 8.89G 1.006 1.151 1.371 17 640: 100% 27/27 [00:21<00:00, 1.29it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:05<00:00, 1.34s/it]\n",
" all 229 190 0.661 0.568 0.567 0.315\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 149/300 8.91G 1.064 1.128 1.381 20 640: 100% 27/27 [00:20<00:00, 1.29it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:03<00:00, 1.03it/s]\n",
" all 229 190 0.463 0.542 0.48 0.25\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 150/300 8.89G 1.04 1.117 1.389 15 640: 100% 27/27 [00:23<00:00, 1.15it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:03<00:00, 1.18it/s]\n",
" all 229 190 0.592 0.547 0.589 0.322\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 151/300 8.91G 1.022 1.092 1.352 10 640: 100% 27/27 [00:21<00:00, 1.24it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:04<00:00, 1.05s/it]\n",
" all 229 190 0.605 0.555 0.565 0.3\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 152/300 8.89G 1.027 1.105 1.364 9 640: 100% 27/27 [00:20<00:00, 1.31it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:05<00:00, 1.28s/it]\n",
" all 229 190 0.662 0.558 0.601 0.33\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 153/300 8.9G 0.9921 1.083 1.342 13 640: 100% 27/27 [00:20<00:00, 1.31it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:03<00:00, 1.02it/s]\n",
" all 229 190 0.745 0.446 0.567 0.315\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 154/300 8.89G 1.042 1.151 1.379 18 640: 100% 27/27 [00:23<00:00, 1.16it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:03<00:00, 1.12it/s]\n",
" all 229 190 0.554 0.526 0.558 0.294\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 155/300 8.91G 1.04 1.121 1.374 17 640: 100% 27/27 [00:21<00:00, 1.28it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:04<00:00, 1.23s/it]\n",
" all 229 190 0.711 0.537 0.621 0.343\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 156/300 8.89G 1.024 1.103 1.364 17 640: 100% 27/27 [00:20<00:00, 1.29it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:04<00:00, 1.22s/it]\n",
" all 229 190 0.577 0.584 0.551 0.3\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 157/300 8.91G 1.044 1.09 1.378 16 640: 100% 27/27 [00:20<00:00, 1.31it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:03<00:00, 1.26it/s]\n",
" all 229 190 0.657 0.511 0.578 0.316\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 158/300 8.89G 0.9895 1.042 1.326 18 640: 100% 27/27 [00:22<00:00, 1.21it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:03<00:00, 1.11it/s]\n",
" all 229 190 0.616 0.558 0.588 0.333\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 159/300 8.9G 1.025 1.083 1.354 14 640: 100% 27/27 [00:22<00:00, 1.19it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:05<00:00, 1.28s/it]\n",
" all 229 190 0.625 0.57 0.579 0.323\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 160/300 8.89G 0.9669 1.026 1.308 16 640: 100% 27/27 [00:20<00:00, 1.31it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:04<00:00, 1.24s/it]\n",
" all 229 190 0.71 0.521 0.575 0.323\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 161/300 8.91G 1.021 1.069 1.354 14 640: 100% 27/27 [00:20<00:00, 1.31it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:03<00:00, 1.12it/s]\n",
" all 229 190 0.599 0.563 0.567 0.312\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 162/300 8.89G 0.9913 1.016 1.337 17 640: 100% 27/27 [00:22<00:00, 1.21it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:03<00:00, 1.21it/s]\n",
" all 229 190 0.658 0.526 0.584 0.33\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 163/300 8.91G 0.9894 1.046 1.335 18 640: 100% 27/27 [00:22<00:00, 1.21it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:05<00:00, 1.44s/it]\n",
" all 229 190 0.69 0.469 0.562 0.307\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 164/300 8.89G 1.034 1.102 1.362 17 640: 100% 27/27 [00:20<00:00, 1.30it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:04<00:00, 1.17s/it]\n",
" all 229 190 0.649 0.516 0.532 0.292\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 165/300 8.9G 1.014 1.08 1.35 18 640: 100% 27/27 [00:21<00:00, 1.28it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:03<00:00, 1.15it/s]\n",
" all 229 190 0.536 0.571 0.545 0.304\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 166/300 8.89G 0.9771 0.994 1.334 15 640: 100% 27/27 [00:22<00:00, 1.22it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:03<00:00, 1.10it/s]\n",
" all 229 190 0.613 0.537 0.539 0.307\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 167/300 8.91G 1.017 1.031 1.362 16 640: 100% 27/27 [00:21<00:00, 1.24it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:03<00:00, 1.07it/s]\n",
" all 229 190 0.571 0.532 0.557 0.297\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 168/300 8.89G 0.9835 1.017 1.34 16 640: 100% 27/27 [00:23<00:00, 1.17it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:05<00:00, 1.33s/it]\n",
" all 229 190 0.613 0.558 0.571 0.322\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 169/300 8.91G 0.978 1.048 1.337 15 640: 100% 27/27 [00:20<00:00, 1.32it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:04<00:00, 1.04s/it]\n",
" all 229 190 0.662 0.558 0.582 0.327\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 170/300 8.89G 0.9553 1 1.335 10 640: 100% 27/27 [00:21<00:00, 1.26it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:03<00:00, 1.26it/s]\n",
" all 229 190 0.594 0.547 0.573 0.32\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 171/300 8.89G 0.9387 0.9678 1.296 19 640: 100% 27/27 [00:22<00:00, 1.22it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:03<00:00, 1.07it/s]\n",
" all 229 190 0.629 0.584 0.582 0.336\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 172/300 8.89G 0.9859 0.9862 1.31 16 640: 100% 27/27 [00:20<00:00, 1.31it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:05<00:00, 1.30s/it]\n",
" all 229 190 0.628 0.596 0.573 0.322\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 173/300 8.91G 0.9641 0.9708 1.299 26 640: 100% 27/27 [00:22<00:00, 1.21it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:05<00:00, 1.25s/it]\n",
" all 229 190 0.561 0.595 0.543 0.291\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 174/300 8.89G 0.9644 0.9772 1.319 15 640: 100% 27/27 [00:20<00:00, 1.34it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:03<00:00, 1.32it/s]\n",
" all 229 190 0.665 0.505 0.562 0.309\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 175/300 8.91G 0.9608 0.9698 1.319 17 640: 100% 27/27 [00:22<00:00, 1.22it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:03<00:00, 1.11it/s]\n",
" all 229 190 0.462 0.505 0.465 0.262\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 176/300 8.89G 0.9525 0.9874 1.299 20 640: 100% 27/27 [00:21<00:00, 1.27it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:05<00:00, 1.28s/it]\n",
" all 229 190 0.595 0.521 0.515 0.282\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 177/300 8.9G 0.9137 0.948 1.284 17 640: 100% 27/27 [00:21<00:00, 1.24it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:06<00:00, 1.50s/it]\n",
" all 229 190 0.609 0.611 0.603 0.342\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 178/300 8.89G 0.9675 0.9879 1.326 19 640: 100% 27/27 [00:20<00:00, 1.32it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:03<00:00, 1.12it/s]\n",
" all 229 190 0.576 0.574 0.583 0.318\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 179/300 8.91G 0.9428 0.9461 1.292 16 640: 100% 27/27 [00:22<00:00, 1.22it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:03<00:00, 1.15it/s]\n",
" all 229 190 0.586 0.584 0.593 0.318\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 180/300 8.89G 0.9818 1.007 1.33 14 640: 100% 27/27 [00:21<00:00, 1.27it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:04<00:00, 1.17s/it]\n",
" all 229 190 0.624 0.495 0.536 0.29\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 181/300 8.91G 0.9257 0.9725 1.3 14 640: 100% 27/27 [00:20<00:00, 1.32it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:05<00:00, 1.32s/it]\n",
" all 229 190 0.719 0.542 0.6 0.322\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 182/300 8.89G 0.9309 0.9688 1.293 17 640: 100% 27/27 [00:22<00:00, 1.18it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:03<00:00, 1.08it/s]\n",
" all 229 190 0.677 0.526 0.582 0.327\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 183/300 8.9G 0.9292 0.9172 1.3 13 640: 100% 27/27 [00:22<00:00, 1.22it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:03<00:00, 1.19it/s]\n",
" all 229 190 0.618 0.611 0.582 0.321\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 184/300 8.89G 0.898 0.9261 1.269 15 640: 100% 27/27 [00:20<00:00, 1.32it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:05<00:00, 1.34s/it]\n",
" all 229 190 0.698 0.535 0.565 0.302\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 185/300 8.91G 0.926 0.9465 1.279 19 640: 100% 27/27 [00:20<00:00, 1.32it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:03<00:00, 1.09it/s]\n",
" all 229 190 0.557 0.582 0.569 0.319\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 186/300 8.89G 0.9089 0.9437 1.266 17 640: 100% 27/27 [00:21<00:00, 1.26it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:03<00:00, 1.05it/s]\n",
" all 229 190 0.615 0.542 0.567 0.318\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 187/300 8.91G 0.8924 0.8852 1.272 17 640: 100% 27/27 [00:22<00:00, 1.19it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:03<00:00, 1.20it/s]\n",
" all 229 190 0.63 0.537 0.569 0.307\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 188/300 8.89G 0.9093 0.9303 1.274 16 640: 100% 27/27 [00:20<00:00, 1.31it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:05<00:00, 1.33s/it]\n",
" all 229 190 0.583 0.551 0.548 0.303\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 189/300 8.89G 0.9529 0.9462 1.303 18 640: 100% 27/27 [00:20<00:00, 1.29it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:03<00:00, 1.14it/s]\n",
" all 229 190 0.665 0.526 0.579 0.314\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 190/300 8.89G 0.9016 0.9226 1.276 15 640: 100% 27/27 [00:21<00:00, 1.25it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:03<00:00, 1.11it/s]\n",
" all 229 190 0.554 0.584 0.558 0.315\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 191/300 8.91G 0.8986 0.9221 1.266 16 640: 100% 27/27 [00:20<00:00, 1.30it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:04<00:00, 1.06s/it]\n",
" all 229 190 0.679 0.512 0.542 0.299\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 192/300 8.89G 0.8835 0.9067 1.246 20 640: 100% 27/27 [00:19<00:00, 1.39it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:04<00:00, 1.02s/it]\n",
" all 229 190 0.61 0.568 0.56 0.302\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 193/300 8.91G 0.901 0.9033 1.275 15 640: 100% 27/27 [00:19<00:00, 1.38it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:03<00:00, 1.21it/s]\n",
" all 229 190 0.589 0.544 0.57 0.319\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 194/300 8.89G 0.8938 0.9252 1.271 18 640: 100% 27/27 [00:20<00:00, 1.30it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:03<00:00, 1.12it/s]\n",
" all 229 190 0.689 0.521 0.59 0.323\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 195/300 8.91G 0.8862 0.8674 1.252 14 640: 100% 27/27 [00:19<00:00, 1.36it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:03<00:00, 1.14it/s]\n",
" all 229 190 0.605 0.516 0.542 0.3\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 196/300 8.89G 0.8661 0.8624 1.252 15 640: 100% 27/27 [00:22<00:00, 1.23it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:03<00:00, 1.10it/s]\n",
" all 229 190 0.636 0.505 0.53 0.292\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 197/300 8.91G 0.8799 0.9028 1.257 12 640: 100% 27/27 [00:22<00:00, 1.17it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:03<00:00, 1.16it/s]\n",
" all 229 190 0.689 0.511 0.566 0.324\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 198/300 8.89G 0.873 0.8657 1.256 19 640: 100% 27/27 [00:21<00:00, 1.24it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:05<00:00, 1.28s/it]\n",
" all 229 190 0.582 0.547 0.537 0.307\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 199/300 8.89G 0.9215 0.9182 1.278 17 640: 100% 27/27 [00:20<00:00, 1.31it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:05<00:00, 1.35s/it]\n",
" all 229 190 0.59 0.605 0.585 0.333\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 200/300 8.89G 0.8654 0.8883 1.242 20 640: 100% 27/27 [00:21<00:00, 1.28it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:03<00:00, 1.17it/s]\n",
" all 229 190 0.679 0.563 0.587 0.324\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 201/300 8.91G 0.8674 0.8686 1.245 13 640: 100% 27/27 [00:21<00:00, 1.27it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:03<00:00, 1.24it/s]\n",
" all 229 190 0.657 0.525 0.59 0.324\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 202/300 8.89G 0.8276 0.8775 1.215 15 640: 100% 27/27 [00:19<00:00, 1.38it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:04<00:00, 1.16s/it]\n",
" all 229 190 0.601 0.521 0.563 0.301\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 203/300 8.91G 0.8489 0.8628 1.233 19 640: 100% 27/27 [00:19<00:00, 1.37it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:03<00:00, 1.23it/s]\n",
" all 229 190 0.599 0.589 0.576 0.316\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 204/300 8.89G 0.871 0.8901 1.253 9 640: 100% 27/27 [00:21<00:00, 1.26it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:03<00:00, 1.29it/s]\n",
" all 229 190 0.661 0.516 0.561 0.308\n",
"\n",
" Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n",
" 205/300 8.9G 0.8607 0.8516 1.246 16 640: 100% 27/27 [00:19<00:00, 1.36it/s]\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:04<00:00, 1.17s/it]\n",
" all 229 190 0.603 0.563 0.569 0.319\n",
"Stopping training early as no improvement observed in last 50 epochs. Best results observed at epoch 155, best model saved as best.pt.\n",
"To update EarlyStopping(patience=50) pass a new patience value, i.e. `patience=300` or use `patience=0` to disable EarlyStopping.\n",
"\n",
"205 epochs completed in 1.545 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 YOLOv8.0.190 🚀 Python-3.10.12 torch-2.0.1+cu118 CUDA:0 (Tesla T4, 15102MiB)\n",
"Model summary (fused): 168 layers, 11125971 parameters, 0 gradients, 28.4 GFLOPs\n",
" Class Images Instances Box(P R mAP50 mAP50-95): 100% 4/4 [00:05<00:00, 1.28s/it]\n",
" all 229 190 0.711 0.537 0.621 0.344\n",
"Speed: 2.7ms preprocess, 6.1ms inference, 0.0ms loss, 1.6ms postprocess per image\n",
"Results saved to \u001b[1mruns/detect/train\u001b[0m\n",
"💡 Learn more at https://docs.ultralytics.com/modes/train\n"
]
}
]
},
{
"cell_type": "code",
"source": [],
"metadata": {
"id": "FJo8hTnlw2Jc"
},
"execution_count": null,
"outputs": []
}
]
}