From rank estimation to rank approximation : rank residual constraint for image restoration

• Main Authors: Zha, Zhiyuan, Yuan, Xin, Wen, Bihan, Zhou, Jiantao, Zhang, Jiachao, Zhu, Ce
• Other Authors: School of Electrical and Electronic Engineering
• Format: Article
• Language: English
• Published: 2021
• Subjects: Engineering::Electrical and electronic engineering; Low-Rank; Rank Residual Constraint
• Online Access: https://hdl.handle.net/10356/154487
• Institution: Nanyang Technological University

In this paper, we propose a novel approach for the rank minimization problem, termed rank residual constraint (RRC). Different from existing low-rank based approaches, such as the well-known nuclear norm minimization (NNM) and the weighted nuclear norm minimization (WNNM), which estimate the underly...