RSTC: Residual Swin Transformer Cascade to approximate Taylor expansion for image denoising

• Published in: Computer vision and image understanding Vol. 248; p. 104132
• Main Authors: Liu, Jin, Yang, Yang, Xu, Biyun, Yu, Hao, Zhang, Yaozong, Li, Qian, Huang, Zhenghua
• Format: Journal Article
• Language: English
• Published: Elsevier Inc 01.11.2024
• Subjects: Image denoising; Residual swin transformer cascade (RSTC); Swin transformer layer; Taylor expansion approximation; Swin transformer layer; Residual swin transformer cascade (RSTC); Taylor expansion approximation; Image denoising

Traditional denoising methods establish mathematical models by employing different priors, which can achieve preferable results but they are usually time-consuming and their outputs are not adaptive on regularization parameters. While the success of end-to-end deep learning denoising strategies depe...