Robust Deep Learning Models Against Semantic-Preserving Adversarial Attack

no code implementations • 8 Apr 2023 • Dashan Gao, Yunce Zhao, Yinghua Yao, Zeqi Zhang, Bifei Mao, Xin Yao

In this paper, we study the robustness of deep learning models against joint perturbations by proposing a novel attack mechanism named Semantic-Preserving Adversarial (SPA) attack, which can then be used to enhance adversarial training.

Adversarial Attack Attribute +1