{"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":"none","dataSources":[{"sourceId":71549,"databundleVersionId":8561470,"sourceType":"competition"}],"dockerImageVersionId":30746,"isInternetEnabled":true,"language":"python","sourceType":"notebook","isGpuEnabled":false}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"markdown","source":"Shoutout to @coderRKJ for speedup refactors","metadata":{}},{"cell_type":"code","source":"%pip install open3d -q","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","execution":{"iopub.status.busy":"2024-08-05T19:10:04.283812Z","iopub.execute_input":"2024-08-05T19:10:04.284252Z","iopub.status.idle":"2024-08-05T19:10:42.212969Z","shell.execute_reply.started":"2024-08-05T19:10:04.284218Z","shell.execute_reply":"2024-08-05T19:10:42.211541Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"import numpy as np\nimport open3d as o3d\nfrom pydicom import dcmread\nimport gzip\nimport os\nimport matplotlib.pyplot as plt\nimport glob\nfrom pathlib import Path","metadata":{"execution":{"iopub.status.busy":"2024-08-05T19:10:42.215612Z","iopub.execute_input":"2024-08-05T19:10:42.215970Z","iopub.status.idle":"2024-08-05T19:10:45.194596Z","shell.execute_reply.started":"2024-08-05T19:10:42.215936Z","shell.execute_reply":"2024-08-05T19:10:45.193421Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"### First step is loading each slice into a point cloud and applying the transformation corresponding to ImageOrientationPatient and ImagePositionPatient\nReference: https://nipy.org/nibabel/dicom/dicom_orientation.html","metadata":{}},{"cell_type":"code","source":"def read_series_as_pcd(dir_path):\n    pcd_overall = o3d.geometry.PointCloud()\n\n    for path in Path(dir_path).glob(\"*.dcm\"):\n        dicom_slice = dcmread(path)\n        img = np.expand_dims(dicom_slice.pixel_array, -1)\n        x, y, z = np.where(img)\n\n        index_voxel = np.vstack((x, y, z))\n        grid_index_array = index_voxel.T\n        pcd = o3d.geometry.PointCloud(o3d.utility.Vector3dVector(grid_index_array))\n\n        vals = np.repeat(np.expand_dims(img[x, y, z], -1), 3, -1)\n        pcd.colors = o3d.utility.Vector3dVector(vals) # Converted to np.float64\n\n        dX, dY = dicom_slice.PixelSpacing\n        X = np.array(list(dicom_slice.ImageOrientationPatient[:3]) + [0]) * dX\n        Y = np.array(list(dicom_slice.ImageOrientationPatient[3:]) + [0]) * dY\n        S = np.array(list(dicom_slice.ImagePositionPatient) + [1])\n\n        transform_matrix = np.array([X, Y, np.zeros(len(X)), S]).T\n        pcd_overall += pcd.transform(transform_matrix)\n\n    return pcd_overall","metadata":{"execution":{"iopub.status.busy":"2024-08-05T19:10:45.200471Z","iopub.execute_input":"2024-08-05T19:10:45.200891Z","iopub.status.idle":"2024-08-05T19:10:45.216801Z","shell.execute_reply.started":"2024-08-05T19:10:45.200835Z","shell.execute_reply":"2024-08-05T19:10:45.215083Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"### Next step is converting the point cloud to a voxel grid for use with ImageNets vs PointNets","metadata":{}},{"cell_type":"code","source":"def read_series_as_voxel_grid(dir_path):\n    pcd_overall = read_series_as_pcd(dir_path)\n\n    path = next(Path(dir_path).glob(\"*.dcm\"))\n    dicom_slice = dcmread(path)\n    dX, dY = dicom_slice.PixelSpacing\n\n    voxel_grid = o3d.geometry.VoxelGrid().create_from_point_cloud(pcd_overall, dX)\n\n    coords = np.array([voxel.grid_index for voxel in voxel_grid.get_voxels()])\n    vals = np.array([voxel.color[0] for voxel in voxel_grid.get_voxels()])\n\n    size = np.max(coords, axis=0) + 1\n    grid = np.zeros((size[0], size[1], size[2]))\n\n    grid[coords[:, 0], coords[:, 1], coords[:, 2]] = vals\n\n    return grid","metadata":{"execution":{"iopub.status.busy":"2024-08-05T19:10:45.219594Z","iopub.execute_input":"2024-08-05T19:10:45.219975Z","iopub.status.idle":"2024-08-05T19:10:45.232125Z","shell.execute_reply.started":"2024-08-05T19:10:45.219942Z","shell.execute_reply":"2024-08-05T19:10:45.230916Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"series = read_series_as_voxel_grid(\"/kaggle/input/rsna-2024-lumbar-spine-degenerative-classification/train_images/4003253/2448190387/\")","metadata":{"execution":{"iopub.status.busy":"2024-08-05T19:10:45.233369Z","iopub.execute_input":"2024-08-05T19:10:45.233891Z","iopub.status.idle":"2024-08-05T19:11:45.188389Z","shell.execute_reply.started":"2024-08-05T19:10:45.233860Z","shell.execute_reply":"2024-08-05T19:11:45.187232Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"plt.imshow(series[:,:,120], cmap=\"gray\")\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2024-08-05T19:18:39.949592Z","iopub.execute_input":"2024-08-05T19:18:39.950025Z","iopub.status.idle":"2024-08-05T19:18:40.268927Z","shell.execute_reply.started":"2024-08-05T19:18:39.949988Z","shell.execute_reply":"2024-08-05T19:18:40.267390Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"### Example voxel grid from axial slices\n![image.png](attachment:17051a32-59e0-4167-9d77-da39f5c4ee20.png)","metadata":{},"attachments":{"17051a32-59e0-4167-9d77-da39f5c4ee20.png":{"image/png":"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"}}},{"cell_type":"markdown","source":"","metadata":{}}]}