Tomaso Poggio

Foveation-based Mechanisms Alleviate Adversarial Examples

2015 · arXiv (Cornell University)

We show that adversarial examples, i.e., the visually imperceptible perturbations that result in Convolutional Neural Networks (CNNs) fail, can be alleviated with a mechanism based on foveations---applying the CNN in different image regions. To see …