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cs.CV2026
REVEAL: Reference-Grounded Reasoning for Multimodal Manipulation Detection
Jun Zhou, Bingwen Hu, Yaxiong Wang +4
Multimodal manipulation detection aims to simultaneously identify forged image--text pairs and localize tampered regions, yet existing methods typically rely on memorizing isolated…
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…