Submitted: 02 February 2026 You are already at the latest version Remote sensing images acquired by UAVs under nighttime or low-light conditions suffer from insufficient illumination, leading to degraded image quality, detail loss, and noise, which restrict their application in public security and disaster emergency scenarios. Although existing machine learning-based enhancement methods can recover part of the missing information, they often cause color distortion and texture inconsistency.