Deep learning for image super-resolution: A survey

• Main Authors: WANG, Zhihao, CHEN, Jian, HOI, Steven C. H.
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2021
• Subjects: Image super-resolution; deep learning; convolutional neural networks (CNN); Generative adversarial nets (GAN); Databases and Information Systems; Numerical Analysis and Scientific Computing
• Online Access: https://ink.library.smu.edu.sg/sis_research/6958; https://ink.library.smu.edu.sg/context/sis_research/article/7961/viewcontent/DeepLearning_SuperRes_av.pdf
• Institution: Singapore Management University

Image Super-Resolution (SR) is an important class of image processing techniqueso enhance the resolution of images and videos in computer vision. Recent years have witnessed remarkable progress of image super-resolution using deep learning techniques. This article aims to provide a comprehensive sur...