2 papers
cs.CV2026
Lean Learning Beyond Clouds: Efficient Discrepancy-Conditioned Optical-SAR Fusion for Semantic Segmentation
Chenxing Meng, Wuzhou Quan, Yingjie Cai +3
Cloud occlusion severely degrades the semantic integrity of optical remote sensing imagery. While incorporating Synthetic Aperture Radar (SAR) provides complementary observations,…
cs.CV2026
M2IR: Proactive All-in-One Image Restoration via Mamba-style Modulation and Mixture-of-Experts
Shiwei Wang, Yongzhen Wang, Bingwen Hu +3
While Transformer-based architectures have dominated recent advances in all-in-one image restoration, they remain fundamentally reactive: propagating degradations rather than proac…