Using Multiple Self-Supervised Tasks Improves Model Robustness

Matthew Lawhon, Chengzhi Mao, Junfeng Yang

Deep networks achieve state-of-the-art performance on computer vision tasks, yet they fail under adversarial attacks that are imperceptible to humans. In this paper, we propose a n…