Perceptual Deep Neural Networks: Adversarial Robustness through Input Recreation

Danilo Vasconcellos Vargas, Bingli Liao, Takahiro Kanzaki

Adversarial examples have shown that albeit highly accurate, models learned by machines, differently from humans, have many weaknesses. However, humans' perception is also fundamen…