/Cox_AMIL

Code for our BVM workshop submission "Attention-based Multiple Instance Learning for Survival Prediction on Lung Cancer Tissue Microarrays"

Primary LanguageJupyter NotebookGNU General Public License v3.0GPL-3.0

Cox-AMIL

Attention-based Multiple Instance Learning for Survival Prediction on Lung Cancer Tissue Microarrays

This repository contains the code that was used for our BVM workshop sumbission Attention-based Multiple Instance Learning for Survival Prediction on Lung Cancer Tissue Microarrays available on ArXiv.

The code is based on the CLAM framework for weakly-supervised classification on whole-slide images. The images were preprocessed as described in the original documentation. The model was trained using main_survival.py. Some evaluations are availabe in tma_notebooks\09_evaluation_Ostercappeln.ipynb.

License

The code is released under the GPLv3 License following the original code base here.

Acknowledgements

J.A. acknowleges funding by the Bavarian Institute for Digital Transformation from the Project ReGInA.