Deep Defense: Training DNNs with Improved Adversarial Robustness

Ziang Yan, Yiwen Guo, Changshui Zhang

Despite the efficacy on a variety of computer vision tasks, deep neural networks (DNNs) are vulnerable to adversarial attacks, limiting their applications in security-critical syst…