QualiTeacher: Quality-Conditioned Pseudo-Labeling for Real-World Image Restoration. - Fengyang Xiao; Jingjia Feng; Peng Hu; Dingming Zhang; Lei Xu; Guanyi Qin; Lu Li; Chunming He; Sina Farsiu (CoRR, 2026)

RIDE: Retinex-Informed Decoupling for Exposing Concealed Objects. - Chunming He; Rihan Zhang; Dingming Zhang; Chengyu Fang 001; Longxiang Tang; Jingjia Feng; Fengyang Xiao; Sina Farsiu (CoRR, 2026)