AoSRNet: All-in-One Scene Recovery Networks via multi-knowledge integration

Yuxu Lu, Dong Yang, Yuan Gao, Ryan Wen Liu, Jun Liu, Yu Guo

Abstract: Highlights•AoSRNet can enhance imaging quality in hazy, sandy, underwater, and low-light scenes.•Multi-knowledge integration can robustly restores image in unpredictable scenes.•Optimized linear stretching and gamma correction improve AoSRNet’s generalization.•We constructed a set of atmospheric light values for haze and sand image synthesis.•Extensive experiments verify AoSRNet’s effectiveness with start-of-the-art methods.