{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"name":"python","version":"3.10.13","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"},"kaggle":{"accelerator":"nvidiaTeslaT4","dataSources":[{"sourceId":71549,"databundleVersionId":8561470,"sourceType":"competition"},{"sourceId":88973,"sourceType":"modelInstanceVersion","isSourceIdPinned":true,"modelInstanceId":74645,"modelId":99405}],"dockerImageVersionId":30747,"isInternetEnabled":true,"language":"python","sourceType":"notebook","isGpuEnabled":true}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"markdown","source":"# Introduction\n\nThis notebook presents a straightforward way of **training object detection models to identify disc levels** (L1-L2, L2-L3, ..., L5-S1) in Sagittal images.\n\n### Data\n- Simple tensor loading from .dcm and resizing to unique shape\n- Generates training bounding boxes based on user-defined parameters and X, Y classifications\n\n### Model\n- Improved ***Faster R-CNN model with a ResNet-50-FPN backbone*** from [Benchmarking Detection Transfer Learning with Vision Transformers](https://arxiv.org/abs/2111.11429) paper\n\n### Output\n- Bounding box location for each disc level\n- The final output may be used to:\n    - Improve Axial images selection \n    - Feed severity classification models\n\n![Output example](attachment:35d43cf1-98d6-4581-a12f-a77df9f67dcb.png)\n\n### Next steps\nThe results are promising, but there is always room for improvement. Feel free to fork this notebook and contribute to its optimization.\n\n**DON'T FORGET TO UPVOTE** if you find this useful :)","metadata":{},"attachments":{"35d43cf1-98d6-4581-a12f-a77df9f67dcb.png":{"image/png":"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"}}},{"cell_type":"markdown","source":"# Config","metadata":{}},{"cell_type":"code","source":"import os\n# We will be using these utils provided by PyTorch to simplify training loop code\n!pip install -qU pycocotools\nos.system(\"wget https://raw.githubusercontent.com/pytorch/vision/main/references/detection/engine.py\")\nos.system(\"wget https://raw.githubusercontent.com/pytorch/vision/main/references/detection/utils.py\")\nos.system(\"wget https://raw.githubusercontent.com/pytorch/vision/main/references/detection/coco_utils.py\")\nos.system(\"wget https://raw.githubusercontent.com/pytorch/vision/main/references/detection/coco_eval.py\")\nos.system(\"wget https://raw.githubusercontent.com/pytorch/vision/main/references/detection/transforms.py\")\nimport utils\nfrom engine import train_one_epoch, evaluate\n\nimport re\nimport itertools\nimport numpy as np\nimport pandas as pd\nfrom datetime import datetime\nfrom sklearn.model_selection import train_test_split\n\nimport seaborn as sns\nimport matplotlib.pyplot as plt\nimport matplotlib.patches as patches\nfrom matplotlib.colors import ListedColormap\n\nimport pydicom\nfrom tqdm import tqdm\nfrom PIL import Image\nfrom glob import glob\nfrom pydicom.pixel_data_handlers.util import apply_voi_lut\n\nimport torch\nimport torchvision\nfrom torchvision import tv_tensors\nfrom torchvision.transforms import v2 as T\nfrom torchvision.tv_tensors import BoundingBoxes\nfrom torchvision.models.detection.faster_rcnn import FastRCNNPredictor","metadata":{"execution":{"iopub.status.busy":"2024-08-04T23:30:31.361370Z","iopub.execute_input":"2024-08-04T23:30:31.362034Z","iopub.status.idle":"2024-08-04T23:30:53.045095Z","shell.execute_reply.started":"2024-08-04T23:30:31.362000Z","shell.execute_reply":"2024-08-04T23:30:53.044305Z"},"collapsed":true,"jupyter":{"outputs_hidden":true},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# train on the GPU or on the CPU, if a GPU is not available\ndevice = torch.device('cuda') if torch.cuda.is_available() else torch.device('cpu')\ndevice","metadata":{"execution":{"iopub.status.busy":"2024-08-04T23:33:24.569565Z","iopub.execute_input":"2024-08-04T23:33:24.570410Z","iopub.status.idle":"2024-08-04T23:33:24.576364Z","shell.execute_reply.started":"2024-08-04T23:33:24.570362Z","shell.execute_reply":"2024-08-04T23:33:24.575439Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"MODEL_DIR='/kaggle/working/models'\nPRETRAINED_MODEL_FILE = \"/kaggle/input/fasterrcnn_resnet50_fpn_v2_colab/pytorch/default/1/model_dict.pt\"\nCROP_DIR = '/kaggle/working/crops'\nDATA_DIR = \"/kaggle/input/rsna-2024-lumbar-spine-degenerative-classification/\"","metadata":{"execution":{"iopub.status.busy":"2024-08-04T23:59:07.878232Z","iopub.execute_input":"2024-08-04T23:59:07.878628Z","iopub.status.idle":"2024-08-04T23:59:07.883501Z","shell.execute_reply.started":"2024-08-04T23:59:07.878596Z","shell.execute_reply":"2024-08-04T23:59:07.882572Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# 1. Data\n## 1.1 Load and transform dataframes","metadata":{}},{"cell_type":"code","source":"train_df = pd.read_csv(DATA_DIR + \"train.csv\")\ntrain_lcoord_df = pd.read_csv(DATA_DIR + \"train_label_coordinates.csv\")\ntrain_sdesc_df = pd.read_csv(DATA_DIR + \"train_series_descriptions.csv\")","metadata":{"execution":{"iopub.status.busy":"2024-08-04T23:31:31.529516Z","iopub.execute_input":"2024-08-04T23:31:31.529886Z","iopub.status.idle":"2024-08-04T23:31:31.678897Z","shell.execute_reply.started":"2024-08-04T23:31:31.529858Z","shell.execute_reply":"2024-08-04T23:31:31.678097Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# Map file paths\nfrom glob import glob\nstudy_paths = glob(f\"{DATA_DIR}train_images/*\")\nimages_dict = {\n    \"study_id\" : [],\n    \"series_id\" : [],\n    \"instance_number\" : [],\n    \"image_path\": []\n}\n\nseries_instance_count = {\n    \"study_id\" : [],\n    \"series_id\" : [],\n    \"instance_count\" : []\n}\nfor i, study_path in enumerate(tqdm(study_paths)):\n    instance_study_count = 0\n    study_id = study_path.split(\"/\")[-1]\n    series_paths = glob(f\"{study_path}/*\")\n    for series_path in series_paths:\n        instance_count = 0\n        series_id = series_path.split(\"/\")[-1]\n        instance_paths = glob(f\"{series_path}/*\")\n        for instance_path in instance_paths:\n            instance_count+=1\n            instance_id = instance_path.split(\"/\")[-1].split(\".\")[0]\n\n            images_dict[\"study_id\"].append(int(study_id))\n            images_dict[\"series_id\"].append(int(series_id))\n            images_dict[\"instance_number\"].append(int(instance_id.split(\" \")[0]))\n            images_dict[\"image_path\"].append(instance_path)\n\n        series_instance_count[\"study_id\"].append(int(study_id))\n        series_instance_count[\"series_id\"].append(int(series_id))\n        series_instance_count[\"instance_count\"].append(\n          instance_count\n        )\n\n\nimages_df = pd.DataFrame(images_dict)","metadata":{"execution":{"iopub.status.busy":"2024-08-04T23:31:31.745837Z","iopub.execute_input":"2024-08-04T23:31:31.746142Z","iopub.status.idle":"2024-08-04T23:32:23.532044Z","shell.execute_reply.started":"2024-08-04T23:31:31.746119Z","shell.execute_reply":"2024-08-04T23:32:23.531222Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# Merge to add series description\nimages_desc_df = pd.merge(images_df,\n  train_sdesc_df,\n  on=['study_id','series_id']\n  )\nimages_desc_df.head()\n\n# Merge to add condition, level, x, y \nfull_train_df = pd.merge(\n    train_lcoord_df,\n    images_desc_df,\n    on=['study_id','series_id', 'instance_number']\n)\n\n# Filter Sagittal T2/STIR images\ndf = full_train_df[(full_train_df['series_description']=='Sagittal T2/STIR')][['study_id', 'series_id', 'instance_number', 'image_path', 'x', 'y', 'level']]\n\n# Drop duplicate levels in every series.\n## One (X, Y) per level is enough!\n## It will be transported to other instances if necessary with little impact to performance.\ndf = df.drop_duplicates(subset=['study_id', 'series_id', 'level'])\n\n\n# Replace L1/L2 format to L1_L2 to prevent path conflict\ndf['level'] = df['level'].apply(lambda x: x.replace(\"/\", \"_\"))\ndf","metadata":{"execution":{"iopub.status.busy":"2024-08-04T23:32:23.533518Z","iopub.execute_input":"2024-08-04T23:32:23.533821Z","iopub.status.idle":"2024-08-04T23:32:23.678035Z","shell.execute_reply.started":"2024-08-04T23:32:23.533797Z","shell.execute_reply":"2024-08-04T23:32:23.676964Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"## 1.2 PyTorch Dataset","metadata":{}},{"cell_type":"code","source":"# Load image as tensor\ndef load_image_from_path(path):\n    img = pydicom.dcmread(path)\n    img = img.pixel_array\n    img = (img - img.min()) / (img.max() - img.min() +1e-6) * 255 # Pixel value between 0-255\n    img = tv_tensors.Image(img) # [CHANNEL, HEIGHT, WIDTH]\n    return img.double()","metadata":{"execution":{"iopub.status.busy":"2024-08-04T23:32:23.679184Z","iopub.execute_input":"2024-08-04T23:32:23.679483Z","iopub.status.idle":"2024-08-04T23:32:23.684843Z","shell.execute_reply.started":"2024-08-04T23:32:23.679457Z","shell.execute_reply":"2024-08-04T23:32:23.683930Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# Disc mapping \nDISC_LABELS = {\n    \"L1_L2\": [1],\n    \"L2_L3\": [2],\n    \"L3_L4\": [3],\n    \"L4_L5\": [4],\n    \"L5_S1\": [5]\n}","metadata":{"execution":{"iopub.status.busy":"2024-08-04T23:32:23.687356Z","iopub.execute_input":"2024-08-04T23:32:23.687676Z","iopub.status.idle":"2024-08-04T23:32:23.694439Z","shell.execute_reply.started":"2024-08-04T23:32:23.687650Z","shell.execute_reply":"2024-08-04T23:32:23.693525Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"class RSNAMultipleBBoxesDataset(torch.utils.data.Dataset):\n    def __init__(self, df, transforms=None, limit=None):\n        # Limit for debugging\n        if limit:\n            df = df.iloc[0:limit]\n        \n        self.df = df\n        \n        # Unique image_paths\n        self.images_df = df[\n          ['study_id', 'series_id', 'instance_number', 'image_path']\n        ].drop_duplicates().reset_index(drop=True)\n\n\n        self.transforms = transforms\n\n    def __getitem__(self, idx):\n        image = self.images_df.iloc[idx]\n        target = {}\n\n        # Image\n        img = load_image_from_path(image['image_path'])\n        w_orig, h_orig = img.shape[-1], img.shape[-2]\n        target['img'] = img\n        target['image_id'] = idx\n        target['series_id'] = image['series_id']\n        target['study_id'] = image['study_id']\n        target['instance_number'] = image['instance_number']\n\n        # Transform\n        if self.transforms:\n            img = self.transforms(img)\n\n        w_resize, h_resize = img.shape[-1], img.shape[-2]\n        w_ratio = w_resize / w_orig\n        h_ratio = h_resize/ h_orig\n\n\n        target['boxes'] = []\n        target['area'] = []\n        target['labels'] = []\n        target['iscrowd'] = []\n        series_df = self.df[self.df['series_id'] == image['series_id']]\n\n        for i,row in series_df.iterrows():\n            # Label\n            target['labels'].append(DISC_LABELS[row['level']])\n\n            # BBox\n            ##############################################\n            # You can play with this block of code to \n            # modify the bounding box generation.\n            if row['level'] == 'L5_S1':\n                w = 70\n                h = 30\n            else:\n                w = 70\n                h = 20\n            # Here, I'm dislocating the box in such a way\n            # that upper level discs are closer to the \n            # bottom of it's box and lower level discs \n            # are closer to the top of it's box.\n            level = int(row['level'][1])\n            x0 = (row['x'])*w_ratio - w*5/6\n            x1 = (row['x'])*w_ratio + w*1/6\n            y0 = (row['y'])*h_ratio - h*(6-level)/6\n            y1 = (row['y'])*h_ratio + h*level/6\n            ##############################################\n\n            target['boxes'].append(\n              [x0, y0, x1, y1]\n            )\n            # Box area\n            target['area'].append((x1-x0) * (y1-y0))\n\n            # Instances with iscrowd=True will be ignored during evaluation.\n            target['iscrowd'].append(False)\n\n        target['area'] = torch.tensor(target['area'])\n        target['labels'] = torch.tensor(target['labels']).squeeze(dim=-1)\n        target['iscrowd'] = torch.tensor(target['iscrowd'])\n        target['boxes'] = BoundingBoxes(\n            target['boxes'],\n            format='XYXY',\n            dtype=torch.float32,\n            canvas_size=img.shape[-2:]\n        )\n        return img, target\n\n    def __len__(self):\n        return len(self.images_df)","metadata":{"execution":{"iopub.status.busy":"2024-08-04T23:32:23.695540Z","iopub.execute_input":"2024-08-04T23:32:23.695862Z","iopub.status.idle":"2024-08-04T23:32:23.720798Z","shell.execute_reply.started":"2024-08-04T23:32:23.695829Z","shell.execute_reply":"2024-08-04T23:32:23.719877Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"def get_transform():\n    transforms = []\n    transforms.append(T.Resize((250, 250), antialias=True))\n    transforms.append(T.ToDtype(torch.float, scale=True))\n    transforms.append(T.ToPureTensor())\n    return T.Compose(transforms)","metadata":{"execution":{"iopub.status.busy":"2024-08-04T23:36:38.580880Z","iopub.execute_input":"2024-08-04T23:36:38.581252Z","iopub.status.idle":"2024-08-04T23:36:38.586731Z","shell.execute_reply.started":"2024-08-04T23:36:38.581221Z","shell.execute_reply":"2024-08-04T23:36:38.585801Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"## 1.3 PyTorch DataLoader","metadata":{}},{"cell_type":"code","source":"# Trying data loader\ntmp_ds = RSNAMultipleBBoxesDataset(df, transforms=get_transform())\ntmp_dl = torch.utils.data.DataLoader(\n  tmp_ds,\n  batch_size=1,\n  shuffle=True,\n  collate_fn=utils.collate_fn\n)\n\nfig, ax = plt.subplots(nrows=5, ncols=1, figsize=(30,30))\nfor i, (img, t) in enumerate(tmp_dl):\n    if i==5:break\n    img = img[0]\n    t = t[0]\n    y = img.squeeze().numpy()\n    ax[i].imshow(y)\n    for j, box in enumerate(t['boxes']):\n        x0, y0, x1, y1 = box.numpy()\n        w = x1 - x0\n        h = y1 - y0\n        ax[i].add_patch(patches.Rectangle((x0, y0), w, h, linewidth=1, edgecolor='r', facecolor='none'))\ndel tmp_ds, tmp_dl","metadata":{"execution":{"iopub.status.busy":"2024-08-04T23:32:23.734780Z","iopub.execute_input":"2024-08-04T23:32:23.735042Z","iopub.status.idle":"2024-08-04T23:32:25.559518Z","shell.execute_reply.started":"2024-08-04T23:32:23.735020Z","shell.execute_reply":"2024-08-04T23:32:25.558535Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# 2. Model\nReference: https://pytorch.org/tutorials/intermediate/torchvision_tutorial.html","metadata":{}},{"cell_type":"markdown","source":"## 2.1 Config","metadata":{}},{"cell_type":"code","source":"def get_model_box_predictor(load=\"latest\"):\n    # Load a model pre-trained on COCO\n    model = torchvision.models.detection.fasterrcnn_resnet50_fpn_v2(weights=\"DEFAULT\")\n\n    # Replace the classifier with a new one, that has Num_classes\n    num_classes = 6  # 5 classes (discs) + background\n\n    # Get number of input features for the classifier\n    in_features = model.roi_heads.box_predictor.cls_score.in_features\n\n    # Replace the pre-trained head with a new one\n    model.roi_heads.box_predictor = FastRCNNPredictor(in_features, num_classes)\n\n    if load:\n        # Get all matching files\n        \n        if load ==\"latest\":\n            file_pattern = f'{MODEL_DIR}/*/model_dict.pt'\n            files = glob(file_pattern)\n        elif os.path.isfile(load):\n            files = glob(load)\n        else:\n            files=[]\n\n    # Check if any files were found\n    if not files:\n        print(\"Model not found. Creating a new one...\")\n    else:\n        # Get the latest file based on modification time\n        latest_file = max(files, key=os.path.getmtime)\n        print(f\"Loading latest model: {latest_file}\")\n        model.load_state_dict(torch.load(latest_file))\n\n    return model","metadata":{"execution":{"iopub.status.busy":"2024-08-04T23:55:25.502121Z","iopub.execute_input":"2024-08-04T23:55:25.502493Z","iopub.status.idle":"2024-08-04T23:55:25.510347Z","shell.execute_reply.started":"2024-08-04T23:55:25.502461Z","shell.execute_reply":"2024-08-04T23:55:25.509368Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"model = get_model_box_predictor(load=\"latest\")","metadata":{"execution":{"iopub.status.busy":"2024-08-04T23:32:25.569060Z","iopub.execute_input":"2024-08-04T23:32:25.569306Z","iopub.status.idle":"2024-08-04T23:32:27.958449Z","shell.execute_reply.started":"2024-08-04T23:32:25.569285Z","shell.execute_reply":"2024-08-04T23:32:27.957499Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"## 2.2 Test forward","metadata":{}},{"cell_type":"code","source":"# Create dataset and dataloader\ndataset = RSNAMultipleBBoxesDataset(df ,get_transform())\ndata_loader = torch.utils.data.DataLoader(\n  dataset,\n  batch_size=2,\n  shuffle=True,\n  collate_fn=utils.collate_fn\n)\n\n# Get first input from dataloader\nimages, targets = next(iter(data_loader))\nimages = list(image for image in images)\ntargets = [{k: v for k, v in t.items()} for t in targets]","metadata":{"execution":{"iopub.status.busy":"2024-08-04T19:51:53.949661Z","iopub.execute_input":"2024-08-04T19:51:53.949988Z","iopub.status.idle":"2024-08-04T19:51:54.053936Z","shell.execute_reply.started":"2024-08-04T19:51:53.949963Z","shell.execute_reply":"2024-08-04T19:51:54.053145Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# Inference\nmodel.eval()\nwith torch.inference_mode():\n    predictions = model(images)","metadata":{"execution":{"iopub.status.busy":"2024-08-04T19:51:54.055047Z","iopub.execute_input":"2024-08-04T19:51:54.055350Z","iopub.status.idle":"2024-08-04T19:52:01.997162Z","shell.execute_reply.started":"2024-08-04T19:51:54.055325Z","shell.execute_reply":"2024-08-04T19:52:01.996156Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# Inspect output\nprint(predictions[0].keys())\nprint(predictions[0]['boxes'].shape)  # [100 boxes, 4 dim (x0, y0, x1, y1)]\nprint(predictions[0]['boxes'][0].tolist()) # (x0, y0, x1, y1) of the first box\nprint(predictions[0]['labels'][0]) # label of the first box\nprint(predictions[0]['scores'][0]) # score of the first box","metadata":{"execution":{"iopub.status.busy":"2024-08-04T19:52:01.998438Z","iopub.execute_input":"2024-08-04T19:52:01.998750Z","iopub.status.idle":"2024-08-04T19:52:02.011384Z","shell.execute_reply.started":"2024-08-04T19:52:01.998714Z","shell.execute_reply":"2024-08-04T19:52:02.010515Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"## 2.3 Training","metadata":{}},{"cell_type":"code","source":"# use our dataset and defined transformations\ntrain_data, test_data = train_test_split(df, shuffle=False)\n\ndataset = RSNAMultipleBBoxesDataset(train_data ,get_transform())\ndataset_test = RSNAMultipleBBoxesDataset(test_data ,get_transform())\n\n# define training and validation data loaders\ndata_loader = torch.utils.data.DataLoader(\n    dataset,\n    batch_size=10,\n    shuffle=True,\n    collate_fn=utils.collate_fn,\n    num_workers=os.cpu_count()\n)\n\ndata_loader_test = torch.utils.data.DataLoader(\n    dataset_test,\n    batch_size=1,\n    shuffle=False,\n    collate_fn=utils.collate_fn,\n    num_workers=os.cpu_count()\n)\n\nmodel = get_model_box_predictor(load=\"latest\")\n\n# move model to the right device\nmodel.to(device)\n\n# construct an optimizer\nparams = [p for p in model.parameters() if p.requires_grad]\noptimizer = torch.optim.Adam(\n    params,\n    lr=0.0001,\n)\n\n# and a learning rate scheduler\nlr_scheduler = torch.optim.lr_scheduler.StepLR(\n    optimizer,\n    step_size=3,\n    gamma=0.1\n)\n\n# train it for 3 epochs\nnum_epochs = 3\n\nfor epoch in range(num_epochs):\n    # train for one epoch, printing every 10 iterations\n    train_one_epoch(model, optimizer, data_loader, device, epoch, print_freq=10)\n    # update the learning rate\n    lr_scheduler.step()\n    # evaluate on the test dataset\n    evaluate(model, data_loader_test, device=device)\n\n    now = datetime.now()\n    now = now.strftime(\"%Y_%m_%d__%H_%M_%S\")\n    dirname = f'{MODEL_DIR}/{now}'\n    os.makedirs(dirname, exist_ok=True,)\n    fname = f'{dirname}/model_dict.pt'\n    torch.save(model.state_dict(), fname)","metadata":{"execution":{"iopub.status.busy":"2024-08-05T00:07:07.805453Z","iopub.execute_input":"2024-08-05T00:07:07.806298Z","iopub.status.idle":"2024-08-05T00:07:56.180807Z","shell.execute_reply.started":"2024-08-05T00:07:07.806258Z","shell.execute_reply":"2024-08-05T00:07:56.179372Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# 3. Output","metadata":{}},{"cell_type":"markdown","source":"## 3.1 Validation","metadata":{}},{"cell_type":"code","source":"LABELS_DICT = {\n    1: \"L1_L2\",\n    2: \"L2_L3\",\n    3: \"L3_L4\",\n    4: \"L4_L5\",\n    5: \"L5_S1\"\n}\n\ndef get_best_boxes(pred):\n    best_boxes = {}\n\n    for box, label, score in zip(pred['boxes'], pred['labels'], pred['scores']):\n        if label.item() not in best_boxes or score > best_boxes[label.item()]['score']:\n            best_boxes[label.item()] = {'box': box.tolist(), 'score': score.item()}\n\n    result = {\n        'boxes': [entry['box'] for entry in best_boxes.values()],\n        'labels': list(best_boxes.keys()),\n        'scores': [entry['score'] for entry in best_boxes.values()]\n    }\n\n    return result\n\ndef plot_prediction(x, pred):\n    x = x[0, :]\n    fig, ax = plt.subplots(nrows=1, ncols=1, figsize=(12,8))\n    ax.imshow(x, cmap=\"bone\")\n    pred = get_best_boxes(pred)\n    for i in range(len(pred['boxes'])):\n        x0, y0, x1, y1 = pred['boxes'][i]\n        label = pred['labels'][i]\n        score = pred['scores'][i]\n        h = y1 - y0\n        w = x1 - x0\n        ax.add_patch(patches.Rectangle((x0, y0), w, h, linewidth=1, edgecolor='r', facecolor='none'))\n        ax.text(x0+w+10, y0+h/2, f\"{LABELS_DICT[label]} ({'{:.2f}'.format(score)})\", color='r',fontsize=14)","metadata":{"execution":{"iopub.status.busy":"2024-08-04T23:36:59.952107Z","iopub.execute_input":"2024-08-04T23:36:59.952754Z","iopub.status.idle":"2024-08-04T23:36:59.964923Z","shell.execute_reply.started":"2024-08-04T23:36:59.952720Z","shell.execute_reply":"2024-08-04T23:36:59.964041Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# Loading my pretrained model (6 epochs)\nmodel = get_model_box_predictor(load=PRETRAINED_MODEL_FILE)","metadata":{"execution":{"iopub.status.busy":"2024-08-04T23:55:31.242784Z","iopub.execute_input":"2024-08-04T23:55:31.243163Z","iopub.status.idle":"2024-08-04T23:55:33.866237Z","shell.execute_reply.started":"2024-08-04T23:55:31.243132Z","shell.execute_reply":"2024-08-04T23:55:33.865432Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"train_data, test_data = train_test_split(df, shuffle=False)\ndataset_test = RSNAMultipleBBoxesDataset(test_data, get_transform())\n\ndata_loader_test = torch.utils.data.DataLoader(\n    dataset_test,\n    batch_size=5,\n    shuffle=False,\n    collate_fn=utils.collate_fn\n)\n\nimages, targets = next(iter(data_loader_test))\nimages = list(image.to(device) for image in images)\ntargets = [{k: v.to(device) if isinstance(v, torch.Tensor) else v for k, v in t.items()} for t in targets]\n\nmodel.to(device)\nmodel.eval()\nwith torch.inference_mode():\n    predictions = model(images)\n\nfor i in range(len(images)):\n    plot_prediction(images[i].cpu(), predictions[i])","metadata":{"execution":{"iopub.status.busy":"2024-08-04T23:55:40.766296Z","iopub.execute_input":"2024-08-04T23:55:40.766695Z","iopub.status.idle":"2024-08-04T23:55:43.796129Z","shell.execute_reply.started":"2024-08-04T23:55:40.766660Z","shell.execute_reply":"2024-08-04T23:55:43.795209Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"## 3.2 Crop Images","metadata":{}},{"cell_type":"code","source":"def crop_bbox(image, bbox):\n    x0, y0, x1, y1 = bbox\n\n    cropped_img = torchvision.transforms.functional.crop(\n        image,\n        top=round(int(y0)),\n        left=round(int(x0)),\n        height=round(int(y1 - y0)),\n        width=round(int(x1 - x0))\n    )\n    return cropped_img\n\n\ndef plot_crop(image, bboxes):\n    fig, ax = plt.subplots(nrows=5, ncols=1, figsize=(4,3))\n    plt.subplots_adjust(top=2)\n\n    for i in range(len(bboxes['boxes'])):\n        label_i = bboxes['labels'][i] - 1\n        label = LABELS_DICT[label_i + 1]\n        score = bboxes['scores'][i]\n        bbox = bboxes['boxes'][i]\n\n        cropped_img = crop_bbox(image, bbox)\n        cropped_img = cropped_img[0, :]\n\n        ax[label_i].set_axis_off()\n        ax[label_i].imshow(cropped_img, cmap=\"bone\")\n        ax[label_i].set_title(f\"{label} ({'{:.2f}'.format(score)})\")\n        \n\ndef save_crop(image, bboxes, target):\n    series_id = target['series_id']\n    study_id = target['study_id']\n    instance_number = target['instance_number']\n\n\n    for i in range(len(bboxes['boxes'])):\n        label = LABELS_DICT[bboxes['labels'][i]]\n\n        dirname = f'{CROP_DIR}/train_images/{series_id}/{study_id}/{label}'\n        os.makedirs(dirname, exist_ok=True)\n        filepath = os.path.join(dirname, f'{instance_number}.pt')\n\n        bbox = bboxes['boxes'][i]\n\n        cropped_img = crop_bbox(image, bbox)\n        torch.save(cropped_img, filepath)\n\n    return","metadata":{"execution":{"iopub.status.busy":"2024-08-04T23:57:13.124035Z","iopub.execute_input":"2024-08-04T23:57:13.124467Z","iopub.status.idle":"2024-08-04T23:57:13.137267Z","shell.execute_reply.started":"2024-08-04T23:57:13.124435Z","shell.execute_reply":"2024-08-04T23:57:13.136256Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"LIMIT=5 # Alter limit if needed\n\ndataset = RSNAMultipleBBoxesDataset(df ,get_transform(), limit=LIMIT)\ndata_loader = torch.utils.data.DataLoader(\n    dataset,\n    batch_size=10,\n    shuffle=True,\n    collate_fn=utils.collate_fn\n)\n\nmodel.eval()\nwith torch.inference_mode():\n    for i, (images, targets) in enumerate(tqdm(data_loader)):\n        images = list(image.to(device) for image in images)\n        targets = [{k: v.to(device) if isinstance(v, torch.Tensor) else v for k, v in t.items()} for t in targets]\n        predictions = model(images)\n\n    for i in range(len(images)):\n        bboxes = get_best_boxes(predictions[i])\n        # plot_prediction(images[i], predictions[i])\n        # plot_crop(images[i], bboxes)\n        save_crop(images[i].cpu(), bboxes, targets[i])","metadata":{"execution":{"iopub.status.busy":"2024-08-05T00:01:13.063641Z","iopub.execute_input":"2024-08-05T00:01:13.064363Z","iopub.status.idle":"2024-08-05T00:01:13.285632Z","shell.execute_reply.started":"2024-08-05T00:01:13.064333Z","shell.execute_reply":"2024-08-05T00:01:13.284484Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"def load_crop(study_id, series_id, plot=True):\n    filepattern = f'{CROP_DIR}/train_images/{study_id}/{series_id}/**/*.pt'\n    files = glob(filepattern, recursive=True)\n    crops = []\n    for file in files:\n        crop = torch.load(file)\n        crops.append(crop)\n        if plot:\n            plt.imshow(crop[0], cmap=\"bone\")\n            plt.show()\n    return crops","metadata":{"execution":{"iopub.status.busy":"2024-08-05T00:02:30.654697Z","iopub.execute_input":"2024-08-05T00:02:30.655506Z","iopub.status.idle":"2024-08-05T00:02:30.661351Z","shell.execute_reply.started":"2024-08-05T00:02:30.655471Z","shell.execute_reply":"2024-08-05T00:02:30.660406Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"loaded_crops = load_crop(702807833, 4003253)","metadata":{"execution":{"iopub.status.busy":"2024-08-05T00:02:31.699084Z","iopub.execute_input":"2024-08-05T00:02:31.699969Z","iopub.status.idle":"2024-08-05T00:02:32.724998Z","shell.execute_reply.started":"2024-08-05T00:02:31.699937Z","shell.execute_reply":"2024-08-05T00:02:32.724131Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"","metadata":{},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# 4. Conclusion\n\nI hope this notebook has been helpful. Please leave a comment; it's my first computer vision competition, and I'd love your feedback!","metadata":{}},{"cell_type":"code","source":"","metadata":{},"execution_count":null,"outputs":[]}]}