Deep learning on image denoising: An overview

• Published in: Neural networks Vol. 131; pp. 251 - 275
• Main Authors: Tian, Chunwei, Fei, Lunke, Zheng, Wenxian, Xu, Yong, Zuo, Wangmeng, Lin, Chia-Wen
• Format: Journal Article
• Language: English
• Published: United States Elsevier Ltd 01.11.2020
• Subjects: Blind denoising; Deep Learning; Hybrid noisy images; Image denoising; Image Processing, Computer-Assisted - methods; Image Processing, Computer-Assisted - standards; Real noisy images; Signal-To-Noise Ratio; Deep learning; Real noisy images; Blind denoising; Hybrid noisy images; Image denoising

Deep learning techniques have received much attention in the area of image denoising. However, there are substantial differences in the various types of deep learning methods dealing with image denoising. Specifically, discriminative learning based on deep learning can ably address the issue of Gaus...