Exploring Transferable and Robust Adversarial Perturbation Generation from the Perspective of Network Hierarchy

1 code implementation • 16 Aug 2021 • Ruikui Wang, Yuanfang Guo, Ruijie Yang, Yunhong Wang

In this paper, we explore effective mechanisms to boost both of them from the perspective of network hierarchy, where a typical network can be hierarchically divided into output stage, intermediate stage and input stage.

A Perceptual Distortion Reduction Framework: Towards Generating Adversarial Examples with High Perceptual Quality and Attack Success Rate

no code implementations • 1 May 2021 • Ruijie Yang, Yunhong Wang, Ruikui Wang, Yuanfang Guo

This portion of distortions, which is induced by unnecessary modifications and lack of proper perceptual distortion constraint, is the target of the proposed framework.

Adversarial Attack