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How to use this repo

  • Install the dependencies in requirement.txt

  • Download the data at https://www.kaggle.com/xhlulu/vinbigdata-chest-xray-resized-png-256x256 and unzip into the data/ folder. The original data not resized can be dowloaded here : https://www.kaggle.com/c/vinbigdata-chest-xray-abnormalities-detection/data

  • Run the main.py file with the action parameter in this way: python main.py <action>

  • The action parameter can be one of the following:

    • init - Create the full metadata file needed to train the model
    • train - Train the model with the parameters setted in 'params' in the main.py file
    • eval - Compute metrics (APs and mAP) for each model saved in checkpoints/
    • loss - Show the graph loss/epochs for each model saved in checkpoints/
    • predict - Show examples of predictions using the model given as a param in the main_predict function

Result examples: image

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