Adversarial Noise Layer: Regularize Neural Network by Adding Noise

In this paper, we introduce a novel regularization method called Adversarial Noise Layer (ANL), which are able to significantly improve CNN’s generalization ability by adding carefully crafted noise into the intermediate layer activations. ANL can be easily implemented and integrated with most of…