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Adversarial Noise Layer: Regularize Neural Network by Adding Noise

international conference on image processing, pp.909-913, (2019)

Cited by: 15|Views124
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Abstract

In this paper, we introduce a novel regularization method called Adversarial Noise Layer (ANL) and its efficient version called Class Adversarial Noise Layer (CANL), which are able to significantly improve CNN's generalization ability by adding carefully crafted noise into the intermediate layer activations. ANL and CANL can be easily i...More

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Author
Zhonghui You
Zhonghui You
Jinmian Ye
Jinmian Ye
Kunming Li
Kunming Li
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