Universal Adversarial Robustness of Texture and Shape-Biased Models

Kenneth T. Co, Luis Muñoz-González, Leslie Kanthan +2

Increasing shape-bias in deep neural networks has been shown to improve robustness to common corruptions and noise. In this paper we analyze the adversarial robustness of texture a…