Xiaoyi Yu

Zero-Shot Low-Light Image Enhancement via Diffusion with Joint Frequency and Spatial Guidance

The framework first performs illumination-aware self-supervised denoising to generate a cleaner reference image, which is then used to guide diffusion-based enhancement with a pre-trained backbone, and uses pairwise downsampling together with the proposed illumination prior to suppress noise in dark regions.