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Robust SleepNets

Yigit Alparslan and Edward Kim This repo containts the source code for research paper "Robust SleepNets": https://arxiv.org/abs/2102.12555

Highlights

Eye model results after adversarially attacking them. Eye Model

Face model results after adversarially attacking them. Face Model

Roadmap

  • Train classifier to detect eye closedness
  • Attack classifier with Projected Gradient Descent and report accuracies
  • Adversarially train and evaluate the classifier

Citation

Please cite this paper as below:

@article{alparslan2021robust,
  title={Robust SleepNets},
  author={Alparslan, Yigit and Kim, Edward},
  journal={arXiv preprint arXiv:2102.12555},
  year={2021}
}

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Source code for Robust SleepNets paper: https://arxiv.org/abs/2102.12555

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