PD-DDPM: Prior-driven diffusion model for single image dehazing. - Haoqin Sun; Jindong Xu; Jiaxin Gong; Yijie Wang (Image Vis. Comput., 2026)

DBIDM: Implementing blind image separation through a dual branch interactive diffusion model. - Jiaxin Gong; Jindong Xu; Haoqin Sun (Pattern Recognit. Lett., 2026)