Image denoising using deep CNN with batch renormalization

• Published in: Neural networks Vol. 121; pp. 461 - 473
• Main Authors: Tian, Chunwei, Xu, Yong, Zuo, Wangmeng
• Format: Journal Article
• Language: English
• Published: United States Elsevier Ltd 01.01.2020
• Subjects: Batch renormalization; CNN; Deep Learning - standards; Dilated convolution; Image denoising; Pattern Recognition, Automated - methods; Residual learning; Signal-To-Noise Ratio; Batch renormalization; Dilated convolution; CNN; Residual learning; Image denoising

Deep convolutional neural networks (CNNs) have attracted great attention in the field of image denoising. However, there are two drawbacks: (1) it is very difficult to train a deeper CNN for denoising tasks, and (2) most of deeper CNNs suffer from performance saturation. In this paper, we report the...