Transcending Adversarial Perturbations: Manifold-Aided Adversarial Examples with Legitimate Semantics

Shuai Li, Xiaoyu Jiang, Xiaoguang Ma

Deep neural networks were significantly vulnerable to adversarial examples manipulated by malicious tiny perturbations. Although most conventional adversarial attacks ensured the v…