Sample-analysis based adversarial attack with saliency map

Dian Zhang, Yunwei Dong, Yun Yang

Abstract: Highlights•Illustrating the large robustness radius solved by the Lipschitz property.•Proposing a framework for the analysis of robustness in deep neural networks.•Introducing an adversarial attack algorithm that leverages the saliency map.