DLTK / models

DLTK Model Zoo
https://dltk.github.io/
Apache License 2.0
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cnn data-science deep-learning deep-neural-networks dltk dltk-model-zoo machine-learning medical medical-image-processing medical-imaging models pre-trained

DLTK Model Zoo

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DLTK Model Zoo logo

Referencing and citing methods in the Model Zoo

To find out how to reference each implementation, please refer to the specifications in the authors' README.md. If you use DLTK in your work please refer to this citation:

@article{pawlowski2017state,
  title={DLTK: State of the Art Reference Implementations for Deep Learning on Medical Images},
  author={Nick Pawlowski and S. Ira Ktena, and Matthew C.H. Lee and Bernhard Kainz and Daniel Rueckert and Ben Glocker and Martin Rajchl},
  journal={arXiv preprint arXiv:1711.06853},
  year={2017}
}

Installation

To install DLTK, check out the installation instructions on the main repo. Although not encouraged, additional dependecies might need to be installed for each separate model implementation. Please refer to the individual README.md files for further instructions. Other than that, clone the Model Zoo repository via

git clone https://github.com/DLTK/models.git

and download any pre-trained models, if available for download.

How to contribute

We appreciate any contributions to the DLTK and its Model Zoo. If you have improvements, features or patches, please send us your pull requests! You can find specific instructions on how to issue a PR on github here. Feel free to open an issue if you find a bug or directly come chat with us on our gitter channel Gitter.

Basic contribution guidelines

The team

The DLTK Model Zoo is currently maintained by @pawni and @mrajchl, with greatly appreciated contributions from @baiwenjia @farrell236 (alphabetical order).

License

See LICENSE

Acknowledgments

We would like to thank NVIDIA GPU Computing for providing us with hardware for our research.