Codes for paper Automatic Knee Osteoarthritis Diagnosis from Plain Radiographs: A Deep Learning-Based Approach.
Tiulpin, A., Thevenot, J., Rahtu, E., Lehenkari, P., & Saarakkala, S. (2018). Automatic Knee Osteoarthritis Diagnosis from Plain Radiographs: A Deep Learning-Based Approach. Scientific reports, 8(1), 1727.
This branch is only for inference purposes. Re-training is possible only in the master branch!!!
This code requires the fresh-most docker and docker compose installed.
Execute sh deploy.sh cpu to deploy the app on CPU. If you have installed nvidia-docker,
you can also deploy on GPU. The inference is 3 times faster on GPU. To deploy on GPU, run sh deploy.sh gpu.
Be careful, this app carries all the dependencies and weighs around 10GB in total.
This code is freely available only for research purposes. Commercial use is not allowed by any means. The provided software is not cleared for diagnostic purposes.
@article{tiulpin2018automatic,
title={Automatic Knee Osteoarthritis Diagnosis from Plain Radiographs: A Deep Learning-Based Approach},
author={Tiulpin, Aleksei and Thevenot, J{\'e}r{\^o}me and Rahtu, Esa and Lehenkari, Petri and Saarakkala, Simo},
journal={Scientific reports},
volume={8},
number={1},
pages={1727},
year={2018},
publisher={Nature Publishing Group}
}