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posthocOS

Code for paper: "Post-hoc Overall Survival Time Prediction from Brain MRI" [arxiv].

Install

pip install git+https://github.com/renato145/posthocos.git

Trained models

Pytorch model: notebooks/example/trained_model.pth

Docker

Check: https://docs.nvidia.com/datacenter/cloud-native/container-toolkit/install-guide.html#docker to use the --gpus flag.

# Build the image:
docker build -t posthocos .
# Run the image:
docker run --rm -it --gpus all -p 8888:8888 -v DATA_PATH:/workspace/notebooks/data posthocos:latest

The Brats2019 data should be inside DATA_PATH/raw and the code will generate the preprocessed files in DATA_PATH/preprocess.

Citation

Please use the following bibtex entry:

@INPROCEEDINGS{hermoza2021posthoc,
  author={Hermoza, Renato and Maicas, Gabriel and Nascimento, Jacinto C. and Carneiro, Gustavo},
  booktitle={2021 IEEE 18th International Symposium on Biomedical Imaging (ISBI)}, 
  title={Post-Hoc Overall Survival Time Prediction From Brain MRI}, 
  year={2021},
  volume={},
  number={},
  pages={1476-1480},
  doi={10.1109/ISBI48211.2021.9433877}}

posthocos's People

Contributors

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Stargazers

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Watchers

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Forkers

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