{"cells":[{"metadata":{},"cell_type":"markdown","source":"This tutorial refers to using the `fmi` library which can be found [here](https://github.com/asvcode/fmi) and the [fastai](https://github.com/fastai) medical imaging module"},{"metadata":{},"cell_type":"markdown","source":"## Goal"},{"metadata":{},"cell_type":"markdown","source":"This dataset contains over 33000 images. The goal of this tutorial is to use both the `fastai` medical imaging library and the `fmi` library in order to create a quick baseline\n\n- Create a dicom metadata dataframe from the images (using `from_dicoms2`)\n\n- Within each folder(which represents each patient) we will choose 5 images that represent the best representation of the patient based on what window level and width\n\n- Transfer the choosen images per patient into a seperate folder (using `move_files`)\n\n- Create masks that reduce the overall size of the images to areas that are important (based on the window level and width) and save them in `.png` format"},{"metadata":{},"cell_type":"markdown","source":"From 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"}}},{"metadata":{},"cell_type":"markdown","source":"to 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"}}},{"metadata":{},"cell_type":"markdown","source":"## Dependancies"},{"metadata":{},"cell_type":"markdown","source":"Install the `gdcm` library - use the `pe-models database` to access gdcm.tar file"},{"metadata":{"_uuid":"d629ff2d2480ee46fbb7e2d37f6b5fab8052498a","_cell_guid":"79c7e3d0-c299-4dcb-8224-4455121ee9b0","trusted":true},"cell_type":"code","source":"!cp ../input/pe-models/gdcm.tar .\n!tar -xvzf gdcm.tar\n!conda install --offline ./gdcm/gdcm-2.8.9-py37h71b2a6d_0.tar.bz2\nprint(\"done\")","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"import libraries"},{"metadata":{"trusted":true},"cell_type":"code","source":"from fastai.torch_core import set_seed\nfrom fastai.vision.all import *\nfrom fastai.medical.imaging import *\nfrom torchvision.utils import save_image\n\nimport gdcm\nmatplotlib.rcParams['image.cmap'] = 'bone'\n\nimport matplotlib as plt\nplt.rcParams.update({'figure.max_open_warning': 0})","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"Currently the `fmi` package is still under construction and not pip installable. Instead install via the `fmipackage` dataset"},{"metadata":{"trusted":true},"cell_type":"code","source":"!cp -r ../input/fmipackage/fmi-master/* ./","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"from fmi.explore import *\nfrom fmi.preprocessing import *\nfrom fmi.pipeline import *","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"source = '../input/osic-pulmonary-fibrosis-progression'\nos_items = get_dicom_files(source, folders='train')\nos.listdir(source)","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"## Create the dicom dataframe"},{"metadata":{},"cell_type":"markdown","source":"Uncomment the lines below to create the `dicom_database` using the updated `from_dicom2` function.  The updated function allows you to specify the window width and centre."},{"metadata":{},"cell_type":"markdown","source":"> Note: The next couple of cells produce the .csv file and the updated images but for convenince this can be accessed via the `pct_5` dataset"},{"metadata":{"trusted":true},"cell_type":"code","source":"#Uncomment to get the dicom metadata as a dataframe\n#dicom_dataframe = pd.DataFrame.from_dicoms2(os_items, windows=dicom_windows.lungs)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"#Uncomment to save the generated dataframe as a .csv file\n#dicom_dataframe.to_csv('dicom_dataframe.csv', index=False)","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"Load the `.csv` file"},{"metadata":{"trusted":true},"cell_type":"code","source":"dicom_dataframe = pd.read_csv('../input/pct-5/dicom_dataframe.csv', low_memory=False)","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"Sort the dataframe by `img_pct_window` and group by `PatientID`"},{"metadata":{"trusted":true},"cell_type":"code","source":"sort_w5 = dicom_dataframe.sort_values(['img_pct_window'],ascending=False).groupby('PatientID').head(5)\nsort_w5","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"In this dataset each patient is distinguised by a unique `PatientID`.  Lets check to see how many unique patients there are in this dataset"},{"metadata":{"trusted":true},"cell_type":"code","source":"unique_pats = sort_w5['PatientID'].unique().tolist()\nlen(unique_pats)","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"## Move Files"},{"metadata":{},"cell_type":"markdown","source":"This dataset contains over 33000 images so in order to create a quick smaller dataset for testing we will use `move_files`.  For each unique patient we sort the best values based no `img_pct_window` and move the 5 best images to another folder"},{"metadata":{"trusted":true},"cell_type":"code","source":"for i in unique_pats:\n    k = sort_w5[sort_w5['PatientID']==i].sort_values(by=['img_pct_window'], ascending=False)\n    #k_one = k[:5\n    move_files(k, source=source, save_path='./test_5/')","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"Grab the saved files - we now only have 880 (5 for each patient)"},{"metadata":{"trusted":true},"cell_type":"code","source":"test_source = Path('./test_5/')\ntest_5 = get_dicom_files(test_source)\ntest_5","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"`mask_and_save_path` works out of the box but we just have to make a slight adjustment to how the file_name is generated whilst saving"},{"metadata":{"trusted":true},"cell_type":"code","source":"def mask_and_save_path(file: (L), source=None, show=False, window=dicom_windows.lungs, sigma:float=0.1,\\\n                  thresh:float=0.9, save=False, save_path=None):\n    \"Helper to create masks based on dicom window with the option to save the updated image from path\"\n    image_list = []\n    for i in file:\n        ##This line will have to be changed depending on what platform is being used\n        #str_file = str(i); file_name = str_file.split('.')[0].split('\\\\')[-1] #windows\n        str_file = str(i); file_name = str_file.split('/')[-1].split('.')[0] #kaggle\n        dcm = dcmread(i)\n        wind = dcm.windowed(*window)\n        mask = dcm.mask_from_blur(window, sigma=sigma, thresh=thresh, remove_max=False)\n        bbs = mask2bbox(mask)\n        lo,hi = bbs\n        imh = wind[lo[0]:hi[0],lo[1]:hi[1]]\n        if save is not False:\n            if not os.path.exists(save_path):\n                os.makedirs(save_path)   \n            save_image(imh, f'{save_path}/{file_name}.png')\n        else:\n            pass\n        image_list.append(imh)\n    if show is not False:\n        show_images(image_list[:10], nrows=1)\n    else:\n        pass","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"Specify a save path for the saved files and use `mask_and_save_path` to save the images"},{"metadata":{"trusted":true},"cell_type":"code","source":"save_path = './mask'","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"for folder in os.listdir('./test_5'):\n    files = get_dicom_files(f'./test_5/{folder}')\n    mask_and_save_path(files, window=dicom_windows.lungs, sigma=0.1, show=True, save=True, save_path=f'{save_path}/{folder}/')\n    ","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"Load the saved images"},{"metadata":{"trusted":true},"cell_type":"code","source":"mask_files = './mask'\nmask_items = get_image_files(mask_files)\nmask_items","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"and check to see what one looks like"},{"metadata":{"trusted":true},"cell_type":"code","source":"PILImage.create(mask_items[0])","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"## See the difference"},{"metadata":{},"cell_type":"markdown","source":"Lets check out the difference between the original image and the saved images"},{"metadata":{},"cell_type":"markdown","source":"### Original Images"},{"metadata":{"trusted":true},"cell_type":"code","source":"original_id = get_dicom_files('./test_5/ID00285637202278913507108')\noriginal_id","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"img_list=[]\nfor image in original_id:\n    im = PILDicom.create(image); img_list.append(im)\nshow_images(img_list)","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"### Saved Images"},{"metadata":{"trusted":true},"cell_type":"code","source":"saved_id = get_image_files('./mask/ID00285637202278913507108')\nsaved_id","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"img_list=[]\nfor image in saved_id:\n    im = PILImage.create(image); img_list.append(im)\nshow_images(img_list)","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"You can see that the mask function is efficient in getting rid of areas of the image that are not important for the training process"},{"metadata":{},"cell_type":"markdown","source":"For more about the `fmi` library: [view on Github](https://github.com/asvcode/fmi)"}],"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":4,"nbformat_minor":4}