Analyzing Adversarial Robustness of Deep Neural Networks in Pixel Space: a Semantic Perspective

Lina Wang, Xingshu Chen, Yulong Wang +4

The vulnerability of deep neural networks to adversarial examples, which are crafted maliciously by modifying the inputs with imperceptible perturbations to misled the network prod…