Blind image denoising via dynamic dual learning

• Main Authors: DU, Yong, HAN, Guoqiang, TAN, Yinjie, XIAO, Chufeng, HE, Shengfeng
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2021
• Subjects: Noise level; Image denoising; Noise reduction; Task analysis; Noise measurement; Estimation; Optimization; Blind image denoising; convolutional neural networks; dual learning; Gaussian noise; Information Security
• Online Access: https://ink.library.smu.edu.sg/sis_research/7846
• Institution: Singapore Management University

Existing discriminative learning methods for image denoising use either a single residual learning or a nonresidual learning design. However, we observe that these two schemes perform differently with the same noise level, and yet, there have been no explorations regarding whether residual or nonres...