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Git Loss For Deep Face Recognition

PWC

PWC

This repository contains code for my paper "Git Loss for Deep Face Recognition".
The preprint of the paper can be found at: HERE

Usage

Standard Gitloss methodology:

Following dependencies are required for the code:

  1. Tensorflow >= 1.4
  2. Numpy
  3. Matplotlib
This code is for MNIST (mentioned in paper). For VGGFace2, you may use the code provided by facenet. Use the function `get_git_loss()` from the `gitloss.py` in facenet to use VGGFace2.

To run the code: python3 gitloss.py

Results

Following are the plots of Gitloss and Centerloss [1].

Gitloss:

Centerloss:

VGGFace2

TODO

Citation

If you use the loss function described, please cite the paper. Please note that this is the preprint version, the published version will be out soon.

@article{calefati2018git,
  title={Git Loss for Deep Face Recognition},
  author={Calefati, Alessandro and Janjua, Muhammad Kamran and Nawaz, Shah and Gallo, Ignazio},
  journal={arXiv preprint arXiv:1807.08512},
  year={2018}
}

Contact

If there is any problem with the code or if you may have any question, feel free to open an issue or reach out here: mjanjua.bscs16seecs@seecs.edu.pk

References

[1] https://ydwen.github.io/papers/WenECCV16.pdf