{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"pygments_lexer":"ipython3","nbconvert_exporter":"python","version":"3.6.4","file_extension":".py","codemirror_mode":{"name":"ipython","version":3},"name":"python","mimetype":"text/x-python"}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"markdown","source":"<div class='alert alert-info' style='text-align: center'><h1>Detecting Anatomy on Chest X-Rays with Torch/YOLOv5</h1></div>\n\n![cxr.jpg](attachment:77272972-ab15-4dea-a99b-a6ce51529414.jpg)\n\n### This notebook demonstrates a simple YOLO O.D. model I made to detect 10 classes of anatomy on chest radiographs.\n### I hand-annotated all classes on 100 images from the SIIM-FISABIO-COVID19 dataset.\n### I trained the model for 500 epochs on google colab Pro GPU. mAP was over .80 for lungs I think. Not bad for a quick model.\n\n#### The classes it can detect are:\n\n- 0 = Left Lung\n- 1 = Right Lung\n- 2 = Left Clavicle\n- 3 = Right Clavicle\n- 4 = Left Humeral Head\n- 5 = Right Humeral Head\n- 6 = Heart\n- 7 = Gastric Bubble\n- 8 = Carina\n- 9 = Trachea\n\nTrain notebook -> https://www.kaggle.com/davidbroberts/chest-anatomy-detection-train\n\nUsing this model to crop images: https://www.kaggle.com/davidbroberts/smart-cropping-cxr-with-yolov5","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","execution":{"iopub.status.busy":"2021-07-13T18:02:41.502988Z","iopub.execute_input":"2021-07-13T18:02:41.50358Z","iopub.status.idle":"2021-07-13T18:02:43.563809Z","shell.execute_reply.started":"2021-07-13T18:02:41.503491Z","shell.execute_reply":"2021-07-13T18:02:43.562448Z"}},"attachments":{"77272972-ab15-4dea-a99b-a6ce51529414.jpg":{"image/jpeg":"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"}}},{"cell_type":"code","source":"import os\nimport cv2\nimport numpy as np\nimport pandas as pd\nimport pydicom\nimport matplotlib.pyplot as plt\nimport torch\nfrom skimage import exposure\nfrom shutil import copyfile\nfrom IPython.display import Image, clear_output","metadata":{},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# Clone and install YOLOv5\n!git clone https://github.com/ultralytics/yolov5\n%cd yolov5\n%pip install -qr requirements.txt\n%cd ../\nclear_output()\nprint(f\"Setup complete. Using torch {torch.__version__} ({torch.cuda.get_device_properties(0).name if torch.cuda.is_available() else 'CPU'})\")","metadata":{"execution":{"iopub.status.busy":"2021-07-13T18:02:46.106345Z","iopub.execute_input":"2021-07-13T18:02:46.106781Z","iopub.status.idle":"2021-07-13T18:03:00.811062Z","shell.execute_reply.started":"2021-07-13T18:02:46.106745Z","shell.execute_reply":"2021-07-13T18:03:00.80972Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# Copy the requirements file over so we don't have to change directory later. Is there an argument for this?\ncopyfile('yolov5/requirements.txt', '/kaggle/working/requirements.txt');","metadata":{"execution":{"iopub.status.busy":"2021-07-13T18:03:05.366851Z","iopub.execute_input":"2021-07-13T18:03:05.367302Z","iopub.status.idle":"2021-07-13T18:03:05.373422Z","shell.execute_reply.started":"2021-07-13T18:03:05.36725Z","shell.execute_reply":"2021-07-13T18:03:05.37219Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# Load a DICOM file\ndef load_file(filename):\n    img = pydicom.dcmread(filename)\n    pixels = img.pixel_array\n    max_pixel = np.max(pixels)\n\n    if img.PhotometricInterpretation == \"MONOCHROME1\":\n        pixels = max_pixel - pixels\n        \n    pixels = exposure.equalize_adapthist(pixels)\n    pixels = (pixels * 255).astype(np.uint8)\n    return pixels","metadata":{"execution":{"iopub.status.busy":"2021-07-13T18:03:07.580814Z","iopub.execute_input":"2021-07-13T18:03:07.58158Z","iopub.status.idle":"2021-07-13T18:03:07.587975Z","shell.execute_reply.started":"2021-07-13T18:03:07.581527Z","shell.execute_reply":"2021-07-13T18:03:07.586373Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# Call YOLO detect.py with the image we exported\ndef detect():\n    # Clean up results from the last run\n    if os.path.exists('/kaggle/working/runs/detect/exp/labels/test.txt'):\n        os.remove('/kaggle/working/runs/detect/exp/labels/test.txt')\n\n    # Call yolo detect\n    !python yolov5/detect.py --source test.jpg --weights ../input/cxr-anatomy-detection/anatomy_detection.pt --img 640 --exist-ok --line-thickness 10 --save-txt","metadata":{"execution":{"iopub.status.busy":"2021-07-13T18:12:20.433631Z","iopub.execute_input":"2021-07-13T18:12:20.433989Z","iopub.status.idle":"2021-07-13T18:12:20.441203Z","shell.execute_reply.started":"2021-07-13T18:12:20.433954Z","shell.execute_reply":"2021-07-13T18:12:20.439811Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# Load a DICOM files\nfilename = '../input/siim-covid19-detection/train/01494b9b4423/fb5ef1804d54/336db847af0e.dcm'\npixels = load_file(filename)\n\n# Export a JPG for YOLO to predict on\ncv2.imwrite('test.jpg',pixels);\n\n# Run detect\ndetect()\n\n# Plot the original image and the predicted anatomy boxes\nplt.figure(figsize=(16,16)) \n\nplt.subplot(1, 2, 1)\nplt.imshow(pixels, cmap='gray')  \n\nplt.subplot(1, 2, 2)\nimg = cv2.imread('/kaggle/working/runs/detect/exp/test.jpg')\nplt.imshow(img, cmap='gray')","metadata":{"execution":{"iopub.status.busy":"2021-07-13T18:08:23.063633Z","iopub.execute_input":"2021-07-13T18:08:23.064069Z","iopub.status.idle":"2021-07-13T18:08:32.514565Z","shell.execute_reply.started":"2021-07-13T18:08:23.064028Z","shell.execute_reply":"2021-07-13T18:08:32.513035Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# Get the class and BB data from the text file YOLO exports\nboxes = pd.read_csv(\"/kaggle/working/runs/detect/exp/labels/test.txt\", delim_whitespace=True, header=None, index_col=False)\nboxes.head()","metadata":{},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"#### The predicted bounding boxes are stored in a text file. The first column is the class prediction. The last four columns are the normalized BB coords.\n- Refer to the class list at the top.","metadata":{}},{"cell_type":"markdown","source":"#### - Let's do another one","metadata":{}},{"cell_type":"code","source":"# Load a DICOM files\nfilename = '../input/siim-covid19-detection/train/011475cb6db4/1e4fb80bda7c/390ce1f029e7.dcm'\npixels = load_file(filename)\n\n# Export a JPG for YOLO to predict on\ncv2.imwrite('test.jpg',pixels);\n\n# Run detect\ndetect()\n\n# Plot the original image and the predicted anatomy boxes\nplt.figure(figsize=(16,16)) \n\nplt.subplot(1, 2, 1)\nplt.imshow(pixels, cmap='gray')  \n\nplt.subplot(1, 2, 2)\nimg = cv2.imread('/kaggle/working/runs/detect/exp/test.jpg')\nplt.imshow(img, cmap='gray')","metadata":{"execution":{"iopub.status.busy":"2021-07-13T18:12:25.655864Z","iopub.execute_input":"2021-07-13T18:12:25.65622Z","iopub.status.idle":"2021-07-13T18:12:34.250623Z","shell.execute_reply.started":"2021-07-13T18:12:25.65619Z","shell.execute_reply":"2021-07-13T18:12:34.246305Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"boxes = pd.read_csv(\"/kaggle/working/runs/detect/exp/labels/test.txt\", delim_whitespace=True, header=None, index_col=False)\nboxes.head()","metadata":{"execution":{"iopub.status.busy":"2021-07-13T18:13:32.068549Z","iopub.execute_input":"2021-07-13T18:13:32.069006Z","iopub.status.idle":"2021-07-13T18:13:32.10387Z","shell.execute_reply.started":"2021-07-13T18:13:32.068963Z","shell.execute_reply":"2021-07-13T18:13:32.10302Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"#### The boxes can be converted to pixel coords and used for cropping or ROI equalization .. or possibly for rotating/aligning images.\n\n- I demonstrate how to use this to 'Smart Crop' images in this notebook:\nhttps://www.kaggle.com/davidbroberts/smart-cropping-cxr-with-yolov5","metadata":{}}]}