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How to use this repo
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Install the dependencies in requirement.txt
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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 theaction
parameter in this way:python main.py <action>
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The
action
parameter can be one of the following:init
- Create the full metadata file needed to train the modeltrain
- Train the model with the parameters setted in 'params' in the main.py fileeval
- Compute metrics (APs and mAP) for each model saved incheckpoints/
loss
- Show the graph loss/epochs for each model saved incheckpoints/
predict
- Show examples of predictions using the model given as a param in themain_predict
function