Training on Foveated Images Improves Robustness to Adversarial Attacks

Muhammad A. Shah, Bhiksha Raj

Deep neural networks (DNNs) have been shown to be vulnerable to adversarial attacks -- subtle, perceptually indistinguishable perturbations of inputs that change the response of th…