3 papers
cs.CV2026
CouCE: A Unified Causal Framework for Debiased Deep Metric Learning
Xin Yuan, Zhenyang Niu, Meiqi Wan +3
Deep Metric Learning (DML) often struggles with zero-shot generalization because standard objectives inherently capture what co-occurs rather than what causes similarity. Consequen…
cs.CV2026
Derain-Agent: A Plug-and-Play Agent Framework for Rainy Image Restoration
Zhaocheng Yu, Xiang Chen, Runzhe Li +4
While deep learning has advanced single-image deraining, existing models suffer from a fundamental limitation: they employ a static inference paradigm that fails to adapt to the co…
cs.CV2025
S2ML: Spatio-Spectral Mutual Learning for Depth Completion
Zihui Zhao, Yifei Zhang, Zheng Wang +4
The raw depth images captured by RGB-D cameras using Time-of-Flight (TOF) or structured light often suffer from incomplete depth values due to weak reflections, boundary shadows, a…