Night vision images are widely used in night reconnaissance, intelligent surveillance, autonomous driving, and robotic perception, but they often suffer from underexposure, low contrast, texture loss, and non-stationary noise. To address these degradations, this paper proposes a supervised Wavelet Cross-Scale Low-Light...