diff --git a/posts/2025-02-10-object-detection-random-baseline.ipynb b/posts/2025-02-10-object-detection-random-baseline.ipynb index f6bcd6c..00ea9ea 100644 --- a/posts/2025-02-10-object-detection-random-baseline.ipynb +++ b/posts/2025-02-10-object-detection-random-baseline.ipynb @@ -17,6 +17,18 @@ "---\n" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Why Random Baseline?\n", + "Given a standard dataset with a fixed set of models, it is easier to compare the performance of different models. However, in cases where the model's performance is worse compared to the best models, but we need to test if it is better than random predictions, we can use a random baseline. \n", + "\n", + "# Proposed Idea\n", + "* To formalize the problem, let's say that for an arbitrary image, model predicts $k$ bounding boxes with sizes $(h_1, w_1), (h_2, w_2), \\ldots, (h_k, w_k)$.\n", + "* A simple random baseline would be to generate $k$ random bounding boxes for that image with sizes $(h_1, w_1), (h_2, w_2), \\ldots, (h_k, w_k)$." + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -26,7 +38,7 @@ }, { "cell_type": "code", - "execution_count": 62, + "execution_count": 59, "metadata": {}, "outputs": [ { @@ -35,26 +47,648 @@ "True" ] }, - "execution_count": 62, + "execution_count": 59, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import os\n", + "os.environ['CUDA_VISIBLE_DEVICES'] = '1'\n", + "\n", "import numpy as np\n", + "from tqdm.notebook import tqdm\n", "import supervision as sv\n", "from roboflow import Roboflow\n", "from dotenv import load_dotenv\n", + "from ultralytics import YOLO\n", + "from copy import deepcopy\n", + "from PIL import Image\n", + "\n", "load_dotenv()" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Dataset" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "loading Roboflow workspace...\n", + "loading Roboflow project...\n" + ] + } + ], + "source": [ + "data_location = \"/tmp/poker-cards-fmjio\"\n", + "\n", + "rf = Roboflow(api_key=os.getenv(\"ROBOFLOW_API_KEY\"))\n", + "project = rf.workspace(\"roboflow-jvuqo\").project(\"poker-cards-fmjio\")\n", + "version = project.version(4)\n", + "dataset = version.download(\"yolov8\", location=data_location)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Train Model" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "New https://pypi.org/project/ultralytics/8.3.74 available 😃 Update with 'pip install -U ultralytics'\n", + "Ultralytics 8.3.55 🚀 Python-3.10.15 torch-2.5.0+cu124 CUDA:0 (NVIDIA A100-SXM4-80GB, 81156MiB)\n", + "\u001b[34m\u001b[1mengine/trainer: \u001b[0mtask=detect, mode=train, model=yolo11m.pt, data=/tmp/poker-cards-fmjio/data.yaml, epochs=1, time=None, patience=100, batch=16, imgsz=640, save=True, save_period=-1, cache=False, device=None, workers=8, project=/tmp/poker-cards-fmjio, name=train, exist_ok=True, 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, multi_scale=False, 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, vid_stride=1, stream_buffer=False, visualize=False, augment=False, agnostic_nms=False, classes=None, retina_masks=False, embed=None, show=False, save_frames=False, save_txt=False, save_conf=False, save_crop=False, show_labels=True, show_conf=True, show_boxes=True, line_width=None, format=torchscript, keras=False, optimize=False, int8=False, dynamic=False, simplify=True, opset=None, workspace=None, 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, 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, bgr=0.0, mosaic=1.0, mixup=0.0, copy_paste=0.0, copy_paste_mode=flip, auto_augment=randaugment, erasing=0.4, crop_fraction=1.0, cfg=None, tracker=botsort.yaml, save_dir=/tmp/poker-cards-fmjio/train\n", + "Overriding model.yaml nc=80 with nc=52\n", + "\n", + " from n params module arguments \n", + " 0 -1 1 1856 ultralytics.nn.modules.conv.Conv [3, 64, 3, 2] \n", + " 1 -1 1 73984 ultralytics.nn.modules.conv.Conv [64, 128, 3, 2] \n", + " 2 -1 1 111872 ultralytics.nn.modules.block.C3k2 [128, 256, 1, True, 0.25] \n", + " 3 -1 1 590336 ultralytics.nn.modules.conv.Conv [256, 256, 3, 2] \n", + " 4 -1 1 444928 ultralytics.nn.modules.block.C3k2 [256, 512, 1, True, 0.25] \n", + " 5 -1 1 2360320 ultralytics.nn.modules.conv.Conv [512, 512, 3, 2] \n", + " 6 -1 1 1380352 ultralytics.nn.modules.block.C3k2 [512, 512, 1, True] \n", + " 7 -1 1 2360320 ultralytics.nn.modules.conv.Conv [512, 512, 3, 2] \n", + " 8 -1 1 1380352 ultralytics.nn.modules.block.C3k2 [512, 512, 1, True] \n", + " 9 -1 1 656896 ultralytics.nn.modules.block.SPPF [512, 512, 5] \n", + " 10 -1 1 990976 ultralytics.nn.modules.block.C2PSA [512, 512, 1] \n", + " 11 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest'] \n", + " 12 [-1, 6] 1 0 ultralytics.nn.modules.conv.Concat [1] \n", + " 13 -1 1 1642496 ultralytics.nn.modules.block.C3k2 [1024, 512, 1, True] \n", + " 14 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest'] \n", + " 15 [-1, 4] 1 0 ultralytics.nn.modules.conv.Concat [1] \n", + " 16 -1 1 542720 ultralytics.nn.modules.block.C3k2 [1024, 256, 1, True] \n", + " 17 -1 1 590336 ultralytics.nn.modules.conv.Conv [256, 256, 3, 2] \n", + " 18 [-1, 13] 1 0 ultralytics.nn.modules.conv.Concat [1] \n", + " 19 -1 1 1511424 ultralytics.nn.modules.block.C3k2 [768, 512, 1, True] \n", + " 20 -1 1 2360320 ultralytics.nn.modules.conv.Conv [512, 512, 3, 2] \n", + " 21 [-1, 10] 1 0 ultralytics.nn.modules.conv.Concat [1] \n", + " 22 -1 1 1642496 ultralytics.nn.modules.block.C3k2 [1024, 512, 1, True] \n", + " 23 [16, 19, 22] 1 1451116 ultralytics.nn.modules.head.Detect [52, [256, 512, 512]] \n", + "YOLO11m summary: 409 layers, 20,093,100 parameters, 20,093,084 gradients, 68.4 GFLOPs\n", + "\n", + "Transferred 643/649 items from pretrained weights\n", + "Freezing layer 'model.23.dfl.conv.weight'\n", + "\u001b[34m\u001b[1mAMP: \u001b[0mrunning Automatic Mixed Precision (AMP) checks...\n", + "\u001b[34m\u001b[1mAMP: \u001b[0mchecks passed ✅\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\u001b[34m\u001b[1mtrain: \u001b[0mScanning /tmp/poker-cards-fmjio/train/labels.cache... 811 images, 0 backgrounds, 0 corrupt: 100%|██████████| 811/811 [00:00\n", + "curves: ['Precision-Recall(B)', 'F1-Confidence(B)', 'Precision-Confidence(B)', 'Recall-Confidence(B)']\n", + "curves_results: [[array([ 0, 0.001001, 0.002002, 0.003003, 0.004004, 0.005005, 0.006006, 0.007007, 0.008008, 0.009009, 0.01001, 0.011011, 0.012012, 0.013013, 0.014014, 0.015015, 0.016016, 0.017017, 0.018018, 0.019019, 0.02002, 0.021021, 0.022022, 0.023023,\n", + " 0.024024, 0.025025, 0.026026, 0.027027, 0.028028, 0.029029, 0.03003, 0.031031, 0.032032, 0.033033, 0.034034, 0.035035, 0.036036, 0.037037, 0.038038, 0.039039, 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" 0.98498, 0.98599, 0.98699, 0.98799, 0.98899, 0.98999, 0.99099, 0.99199, 0.99299, 0.99399, 0.99499, 0.996, 0.997, 0.998, 0.999, 1]), array([[ 1, 1, 1, ..., 0, 0, 0],\n", + " [ 1, 1, 1, ..., 0, 0, 0],\n", + " [ 1, 1, 1, ..., 0, 0, 0],\n", + " ...,\n", + " [ 1, 1, 1, ..., 0, 0, 0],\n", + " [ 1, 1, 1, ..., 0, 0, 0],\n", + " [ 1, 1, 1, ..., 0, 0, 0]]), 'Confidence', 'Recall']]\n", + "fitness: 0.2298734327529019\n", + "keys: ['metrics/precision(B)', 'metrics/recall(B)', 'metrics/mAP50(B)', 'metrics/mAP50-95(B)']\n", + "maps: array([ 0.54102, 0.55754, 0.62871, 0.14656, 0, 0, 0.015308, 0.27232, 0.033672, 0.099296, 0.020826, 0.13978, 0.028841, 0.050857, 0.013492, 0.16072, 0.2506, 0.10594, 0.10935, 0.0995, 0.26062, 0.55392, 0.35036, 0.04975,\n", + " 0.34158, 0.45147, 0.094422, 0.025677, 0.31576, 0.3291, 0.057884, 0.8955, 0.22025, 0.46372, 0.16495, 0.28542, 0.14242, 0.014657, 0.022111, 0.69542, 0.12437, 0.3157, 0.1958, 0, 0.27879, 0.17111, 0.41131, 0.30336,\n", + " 0.24653, 0.25212, 0.43146, 0.068056])\n", + "names: {0: '10 of clubs', 1: '10 of diamonds', 2: '10 of hearts', 3: '10 of spades', 4: '2 of clubs', 5: '2 of diamonds', 6: '2 of hearts', 7: '2 of spades', 8: '3 of clubs', 9: '3 of diamonds', 10: '3 of hearts', 11: '3 of spades', 12: '4 of clubs', 13: '4 of diamonds', 14: '4 of hearts', 15: '4 of spades', 16: '5 of clubs', 17: '5 of diamonds', 18: '5 of hearts', 19: '5 of spades', 20: '6 of clubs', 21: '6 of diamonds', 22: '6 of hearts', 23: '6 of spades', 24: '7 of clubs', 25: '7 of diamonds', 26: '7 of hearts', 27: '7 of spades', 28: '8 of clubs', 29: '8 of diamonds', 30: '8 of hearts', 31: '8 of spades', 32: '9 of clubs', 33: '9 of diamonds', 34: '9 of hearts', 35: '9 of spades', 36: 'ace of clubs', 37: 'ace of diamonds', 38: 'ace of hearts', 39: 'ace of spades', 40: 'jack of clubs', 41: 'jack of diamonds', 42: 'jack of hearts', 43: 'jack of spades', 44: 'king of clubs', 45: 'king of diamonds', 46: 'king of hearts', 47: 'king of spades', 48: 'queen of clubs', 49: 'queen of diamonds', 50: 'queen of hearts', 51: 'queen of spades'}\n", + "plot: True\n", + "results_dict: {'metrics/precision(B)': 0.2897364808086953, 'metrics/recall(B)': 0.5163495844974251, 'metrics/mAP50(B)': 0.25505519041533115, 'metrics/mAP50-95(B)': 0.22707545967929865, 'fitness': 0.2298734327529019}\n", + "save_dir: PosixPath('/tmp/poker-cards-fmjio/train')\n", + "speed: {'preprocess': 0.10125745426524768, 'inference': 1.7866654829545454, 'loss': 0.00047141855413263494, 'postprocess': 1.7158822579817339}\n", + "task: 'detect'" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model = YOLO(\"yolo11m\")\n", + "\n", + "model.train(data=f\"{data_location}/data.yaml\", epochs=1, project=\"/tmp/poker-cards-fmjio\", exist_ok=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Evaluate Model" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "44" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "test_dataset = sv.DetectionDataset.from_yolo(f\"{data_location}/test/images\", f\"{data_location}/test/labels\", f\"{data_location}/data.yaml\")\n", + "len(test_dataset)" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "92e665c3f83e4fbd9477d568ce90e0eb", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + " 0%| | 0/44 [00:00