2 papers
cs.CV2026
Distilling Image Prototypes for Guided Test-Time Adaptation
Liwen Wang, Xingbo Dong, Iman Yi Liao +4
Test-Time Adaptation (TTA) enhances the robustness of models against distribution shifts but faces two critical challenges: error accumulation from noisy pseudo-labels and catastro…
cs.CV2026
DARD: Zero-Shot Degradation-Aware Retinex-Guided Diffusion for Low-Light Image Enhancement
Wenjie Cai, Yuezhe Yang, Jianyang Xia +2
Existing diffusion-based enhancement methods provide strong generative capability for low-light image enhancement (LLIE), yet they either rely on paired supervision or lack reliabl…