Towards context-aware convolutional network for image restoration

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Fangwei Hao, Ji Du, Weiyun Liang, Jing Xu, Xiaoxuan Xu

Published: 2025, Last Modified: 12 Nov 2025Knowl. Based Syst. 2025EveryoneRevisionsBibTeXCC BY-SA 4.0
Abstract: Highlights•We propose a context-aware convolutional network (CCNet) for efficient image restoration.•We propose an efficient residual star module (ERSM) with context-aware ”star operation”.•We propose a large dynamic integration module (LDIM) with an extremely large receptive field.