Improving Model Generalization by On-manifold Adversarial Augmentation in the Frequency Domain

Chang Liu, Wenzhao Xiang, Yuan He +3

Deep neural networks (DNNs) may suffer from significantly degenerated performance when the training and test data are of different underlying distributions. Despite the importance…