Corrupting Data to Remove Deceptive Perturbation: Using Preprocessing Method to Improve System Robustness

Hieu Le, Hans Walker, Dung Tran +1

Although deep neural networks have achieved great performance on classification tasks, recent studies showed that well trained networks can be fooled by adding subtle noises. This…