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Deep learning based approach to predict pulmonary function from chest CT

Code were uploaded onto each branches.
We'll keep modifying this page and repository for ascertain reproducibility.

  • "training" branch: Code used to train deep learning model to predict FVC and FEV1.

  • "test" branch: Code used to get test results, and related figures and tables.


  • 2023-02-09 We have uploaded a revised version of the IPython notebook for inference testing. The model weights can be obtained upon request.

filename : PFT_prediction_model_test_build_from_LDCT_healthscreening_dataset.ipynb


* Credits

the I3D network we used were based on https://github.com/dlpbc/keras-kinetics-i3d

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