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 made 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.
@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}
}