Formnet: Formatted learning for image restoration

• Main Authors: JIAO, Jianbo, TU, Wei-Chih, LIU, Ding, HE, Shengfeng, LAU, Rynson W. H., HUANG, Thomas S.
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2020
• Subjects: Image restoration; format; residual; GAN; CNN; English Language and Literature
• Online Access: https://ink.library.smu.edu.sg/sis_research/7860
• Institution: Singapore Management University

In this paper, we propose a deep CNN to tackle the image restoration problem by learning formatted information. Previous deep learning based methods directly learn the mapping from corrupted images to clean images, and may suffer from the gradient exploding/vanishing problems of deep neural networks...