{"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":"### pip Install","metadata":{"id":"4K2R6TvvOeEF"}},{"cell_type":"code","source":"!pip install monai\n!pip install pydicom\n!pip install -U pylibjpeg pylibjpeg-openjpeg pylibjpeg-libjpeg\n!pip install pylibjpeg-libjpeg","metadata":{"id":"KWeXufEaBm-a","outputId":"28864f6d-8c01-47b7-f5af-2e81f6ec2ff3","execution":{"iopub.status.busy":"2023-03-14T10:43:56.173846Z","iopub.execute_input":"2023-03-14T10:43:56.174632Z","iopub.status.idle":"2023-03-14T10:44:42.090091Z","shell.execute_reply.started":"2023-03-14T10:43:56.174581Z","shell.execute_reply":"2023-03-14T10:44:42.088078Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"### Imports","metadata":{"id":"r7xVzMNKOjr8"}},{"cell_type":"code","source":"import os\nimport sys\nimport numpy as np\nimport pandas as pd\nfrom glob import glob\nimport cv2\nimport re\nimport gc\nfrom tqdm import tqdm\nimport pydicom as dicom\nimport shutil\n\n\"\"\"import pydicom.pixel_data_handlers.gdcm_handler as gdcm_handler\ndicom.config.image_handlers = [None, gdcm_handler]\nfrom pydicom.config import image_handlers\nimage_handlers[1].have_pillow_jpeg2000_plugin = False\"\"\"\n\nimport nibabel as nib\nfrom monai.transforms import Resize\nimport matplotlib.pyplot as plt\n\nimport warnings\nwarnings.filterwarnings(\"ignore\")","metadata":{"id":"nY3Fk23sBsEb","execution":{"iopub.status.busy":"2023-03-14T10:44:42.093032Z","iopub.execute_input":"2023-03-14T10:44:42.093427Z","iopub.status.idle":"2023-03-14T10:44:49.359435Z","shell.execute_reply.started":"2023-03-14T10:44:42.093389Z","shell.execute_reply":"2023-03-14T10:44:49.35815Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# for saving csv file only\nimport os\nimport sys\nimport numpy as np\nimport pandas as pd\nfrom glob import glob\nimport cv2\nimport re\nimport gc\nfrom tqdm import tqdm\nimport matplotlib.pyplot as plt\n\nimport warnings\nwarnings.filterwarnings(\"ignore\")","metadata":{"id":"ZK8wZ5JXUr23","execution":{"iopub.status.busy":"2023-03-14T10:44:49.361499Z","iopub.execute_input":"2023-03-14T10:44:49.361978Z","iopub.status.idle":"2023-03-14T10:44:49.368206Z","shell.execute_reply.started":"2023-03-14T10:44:49.36193Z","shell.execute_reply":"2023-03-14T10:44:49.367219Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"### Configs","metadata":{"id":"x3oYRbzROurE"}},{"cell_type":"code","source":"KAGGLE = True\nIMG_SIZE = 512\nCLASS = 7 # final outputs: background , C1, C2, C3, ..., C7","metadata":{"id":"6WwguBKmOc_U","execution":{"iopub.status.busy":"2023-03-14T10:44:49.371457Z","iopub.execute_input":"2023-03-14T10:44:49.372119Z","iopub.status.idle":"2023-03-14T10:44:49.386215Z","shell.execute_reply.started":"2023-03-14T10:44:49.372069Z","shell.execute_reply":"2023-03-14T10:44:49.384945Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"if KAGGLE:\n    base_path = '/kaggle/input/rsna-2022-cervical-spine-fracture-detection'\n    save_path = '/kaggle/working'\nelse:\n    base_path = '/content/drive/MyDrive/Colab_Notebooks/rsna-2022-cervical-spine-fracture-detection'\n    save_path = '/content/drive/MyDrive/Colab_Notebooks/3_channel_preprocessed_dataset'\n    \ntrain_path = f'{base_path}/train_images'\nsegmentation_path = f'{base_path}/segmentations'\n\nsave_train_path = f'{save_path}/prep_train'\nsave_seg_path = f'{save_path}/prep_seg'\nsave_zip_path = f'{save_path}/zip'\n\ntrain_df = pd.read_csv(f\"{base_path}/train.csv\")\nss_df = pd.read_csv(f\"{base_path}/sample_submission.csv\")\nseg_df = pd.DataFrame({'mask_file': os.listdir(segmentation_path)})\n\nseg_df['StudyInstanceUID'] = seg_df['mask_file'].apply(lambda x: x[:-4])\nseg_df['mask_file'] = seg_df['mask_file'].apply(lambda x: os.path.join(base_path, 'segmentations', x))\ndf = train_df.merge(seg_df, on='StudyInstanceUID', how='left')\ndf['image_folder'] = df['StudyInstanceUID'].apply(lambda x: os.path.join(base_path, 'train_images', x))\ndf['mask_file'].fillna('', inplace=True)\n\ndf_seg = df.query('mask_file != \"\"').reset_index(drop=True)\ndf_seg['fold'] = -1\n\nseg_revert = [\n    '1.2.826.0.1.3680043.1363',\n    '1.2.826.0.1.3680043.20120',\n    '1.2.826.0.1.3680043.2243',\n    '1.2.826.0.1.3680043.24606',\n    '1.2.826.0.1.3680043.32071'\n]","metadata":{"id":"BgruAqmzBuYG","execution":{"iopub.status.busy":"2023-03-14T10:44:49.388236Z","iopub.execute_input":"2023-03-14T10:44:49.3886Z","iopub.status.idle":"2023-03-14T10:44:49.431803Z","shell.execute_reply.started":"2023-03-14T10:44:49.388565Z","shell.execute_reply":"2023-03-14T10:44:49.430681Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"## Drop Bad Scans","metadata":{"id":"rDuJBR5MkWm_"}},{"cell_type":"markdown","source":"https://www.kaggle.com/competitions/rsna-2022-cervical-spine-fracture-detection/discussion/344862\n\n1. 1.2.826.0.1.3680043.20574: does not include a full cervical spine and should be ignored.\n1. 1.2.826.0.1.3680043.29952: the slices are duplicated, meaning that there are 2 scans stiched to each other.","metadata":{"id":"Y9m2_J5lkai2"}},{"cell_type":"markdown","source":"### Loads","metadata":{"id":"nvAOvOAcOwPs"}},{"cell_type":"code","source":"def load_dicom(path, size=IMG_SIZE):\n    levels = [400, 600, 700]\n    windows = [1800, 2800, 4000]\n    path = sorted(path, key=lambda p: int(os.path.splitext(os.path.basename(p))[0]))\n    \n    depth_img = []\n    for filename in path:\n        windowed_img = []\n        for idx, level in enumerate(levels):\n            window = windows[idx]\n            maximum = level + window/2\n            minimum = level - window/2\n            \n            img = dicom.read_file(filename)\n            img = img.pixel_array\n            img = img.clip(minimum, maximum)\n            img = cv2.resize(img, (size, size), interpolation=cv2.INTER_LINEAR)\n            img = img - np.min(img)\n            img = img / (np.max(img) + 1e-4)\n            img = (img * 255).astype(np.uint16)\n\n            windowed_img.append(img)\n        depth_img.append(windowed_img)\n        del(windowed_img)\n    \n    # image orientation: (depth, width, height, channel)\n    img = np.asarray(depth_img).transpose(0, 2, 3, 1)\n    del(depth_img)\n    \n    return img","metadata":{"id":"rhGE964UJ4gr","execution":{"iopub.status.busy":"2023-03-14T10:44:49.433119Z","iopub.execute_input":"2023-03-14T10:44:49.433451Z","iopub.status.idle":"2023-03-14T10:44:49.4434Z","shell.execute_reply.started":"2023-03-14T10:44:49.433419Z","shell.execute_reply":"2023-03-14T10:44:49.442316Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"def load_nii(path, StudyInstanceUID, tot_class=CLASS, size=IMG_SIZE):\n    seg = nib.load(path).get_fdata() # convert to numpy array\n    seg = seg[:, ::-1, ::-1].transpose(1, 0, 2)\n    shape = seg.shape\n\n    # when in revert list, set different for loop condition\n    if StudyInstanceUID in seg_revert:\n        condition = range(shape[2]-1, -1, -1)\n    else:\n        condition = range(shape[2])\n\n    masked = []\n    for idx in condition: # for each depth\n        each_seg = seg[:, :, idx]\n        each_seg = cv2.resize(each_seg, (IMG_SIZE, IMG_SIZE), interpolation=cv2.INTER_LINEAR)\n        each_seg = each_seg.astype(np.uint16) * 255\n        \n        mask_7_class = []\n        for cl in range(tot_class):\n            mask_7_class.append(each_seg)\n\n        masked.append(mask_7_class)\n        del(mask_7_class)\n\n    mask = np.asarray(masked)\n    del(masked)\n\n    # image orientation: (depth, width, height, channel)\n    return mask.transpose(0, 2, 3, 1)","metadata":{"id":"kAb_DFW0NiyV","execution":{"iopub.status.busy":"2023-03-14T10:44:49.444579Z","iopub.execute_input":"2023-03-14T10:44:49.445163Z","iopub.status.idle":"2023-03-14T10:44:49.460201Z","shell.execute_reply.started":"2023-03-14T10:44:49.445127Z","shell.execute_reply":"2023-03-14T10:44:49.459048Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"### Test image print","metadata":{"id":"lyn0QIfnJ4gt"}},{"cell_type":"code","source":"def print_img(image, mask, idx=120):\n    plt.figure(figsize=(20, 20))\n    plt.subplot(1, 3, 1); plt.imshow(image[idx]); plt.axis('OFF');\n    plt.subplot(1, 3, 2); plt.imshow(mask[idx]); plt.axis('OFF');\n    plt.subplot(1, 3, 3); plt.imshow(image[idx]); plt.imshow(mask[idx], alpha=0.5); plt.axis('OFF');\n    plt.tight_layout()\n    plt.show()","metadata":{"id":"uYJPjLbnaN3O","execution":{"iopub.status.busy":"2023-03-14T10:44:49.462836Z","iopub.execute_input":"2023-03-14T10:44:49.463755Z","iopub.status.idle":"2023-03-14T10:44:49.472328Z","shell.execute_reply.started":"2023-03-14T10:44:49.463698Z","shell.execute_reply":"2023-03-14T10:44:49.471341Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"UID = '1.2.826.0.1.3680043.1363'\npath_train = glob(f'{train_path}/{UID}/*')\npath_seg = f'{segmentation_path}/{UID}.nii'\n\n# convert train images\nimage = load_dicom(path_train)\n# convert segmentation images\nmask = load_nii(path_seg, UID, 3) # channel 3 to test printing\nprint_img(image, mask)","metadata":{"id":"PuvRy9o9J4gt","execution":{"iopub.status.busy":"2023-03-14T10:44:49.473669Z","iopub.execute_input":"2023-03-14T10:44:49.473999Z","iopub.status.idle":"2023-03-14T10:44:54.446297Z","shell.execute_reply.started":"2023-03-14T10:44:49.473967Z","shell.execute_reply":"2023-03-14T10:44:54.445227Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"![rsna_1363.png](data:image/png;base64,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)","metadata":{"id":"wbcpkBY8KP5t"}},{"cell_type":"code","source":"UID = '1.2.826.0.1.3680043.2243'\npath_train = glob(f'{train_path}/{UID}/*')\npath_seg = f'{segmentation_path}/{UID}.nii'\n\n# convert train images\nimage = load_dicom(path_train)\n# convert segmentation images\nmask = load_nii(path_seg, UID, 3) # channel 3 to test printing\nprint_img(image, mask)","metadata":{"id":"YFjgtQeAd7Ef","execution":{"iopub.status.busy":"2023-03-14T10:44:54.44775Z","iopub.execute_input":"2023-03-14T10:44:54.44838Z","iopub.status.idle":"2023-03-14T10:45:36.635349Z","shell.execute_reply.started":"2023-03-14T10:44:54.448342Z","shell.execute_reply":"2023-03-14T10:45:36.634156Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"![rsna_2243.png](data:image/png;base64,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)","metadata":{"id":"2W7tM8KtLOvu"}},{"cell_type":"code","source":"UID = '1.2.826.0.1.3680043.10633'\npath_train = glob(f'{train_path}/{UID}/*')\npath_seg = f'{segmentation_path}/{UID}.nii'\n\n# convert train images\nimage = load_dicom(path_train)\n# convert segmentation images\nmask = load_nii(path_seg, UID, 3) # channel 3 to test printing\nprint_img(image, mask)","metadata":{"id":"4MldclYUeDsl","execution":{"iopub.status.busy":"2023-03-14T10:45:36.637087Z","iopub.execute_input":"2023-03-14T10:45:36.637819Z","iopub.status.idle":"2023-03-14T10:46:17.794038Z","shell.execute_reply.started":"2023-03-14T10:45:36.637773Z","shell.execute_reply":"2023-03-14T10:46:17.792722Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"![rsna_10633.png](data:image/png;base64,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)","metadata":{"id":"FQ8G9nToLPHr"}},{"cell_type":"markdown","source":"### Save Numpy Files","metadata":{"id":"n3GtgfaqO0l8"}},{"cell_type":"code","source":"for idx in tqdm(range(len(train_df))):\n    UID = train_df['StudyInstanceUID'][idx]\n    \n    if UID == '1.2.826.0.1.3680043.3130':\n        path_train = glob(f'{train_path}/{UID}/*')\n        try:\n            # convert train images\n            image = load_dicom(path_train)\n        except ValueError:\n            print(f'{UID}_{idx}')\n\n        for idx in range(len(image)):\n            each_save_path = save_path + f'/{UID}_{idx}.npz'\n            with open(f'{each_save_path}', 'wb') as f:\n                np.savez_compressed(f, image[idx])\n    \n    else: pass","metadata":{"executionInfo":{"elapsed":751732,"status":"ok","timestamp":1676567886546,"user":{"displayName":"구링도구링","userId":"14752850242191720980"},"user_tz":-480},"id":"pweJVhCrLX5y","outputId":"0aa12af9-7b17-4c4d-ce25-97123daeb3cf","execution":{"iopub.status.busy":"2023-03-14T10:46:55.944982Z","iopub.execute_input":"2023-03-14T10:46:55.945413Z","iopub.status.idle":"2023-03-14T10:47:30.565364Z","shell.execute_reply.started":"2023-03-14T10:46:55.945375Z","shell.execute_reply":"2023-03-14T10:47:30.564073Z"},"trusted":true},"execution_count":null,"outputs":[]}]}