Cascaded transformer U-net for image restoration

•A cascaded multi-stage framework is designed based on the transformer for image restoration.•The self-attention mechanism and cascaded architecture enable the model to achieve long-range dependence modeling and diverse perceptual fields.•A shape perceiving module is designed to improve the model’s...

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Bibliographic Details

Published in:	Signal processing Vol. 206; p. 108902
Main Authors:	Yan, Longbin, Zhao, Min, Liu, Shumin, Shi, Shuaikai, Chen, Jie
Format:	Journal Article
Language:	English
Published:	Elsevier B.V 01.05.2023
Subjects:	Encoder-decoder structure Image deraining Long-range dependence modeling Near infrared image colorization Underwater image enhancement Image deraining Underwater image enhancement Near infrared image colorization Long-range dependence modeling Encoder-decoder structure
ISSN:	0165-1684
Online Access:	Get full text
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