Adversarial Examples to Fool Iris Recognition Systems

@article{Soleymani2019AdversarialET,
  title={Adversarial Examples to Fool Iris Recognition Systems},
  author={Sobhan Soleymani and Ali Dabouei and J. Dawson and N. Nasrabadi},
  journal={2019 International Conference on Biometrics (ICB)},
  year={2019},
  pages={1-8}
}
Adversarial examples have recently proven to be able to fool deep learning methods by adding carefully crafted small perturbation to the input space image. In this paper, we study the possibility of generating adversarial examples for code-based iris recognition systems. Since generating adversarial examples requires back-propagation of the adversarial loss, conventional filter bank-based iris-code generation frameworks cannot be employed in such a setup. Therefore, to compensate for this… Expand
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