2 papers
cs.CV2026
GeoMag: Geometric-Aware Video Motion Magnification via State Space Model
Kecheng Han, Yuchen Zhang, Bingqing Liu +3
Video Motion Magnification (VMM) reveals imperceptible dynamics but often suffers from structural inconsistencies under complex geometric transformations. Existing learning-based m…
cs.CV2026
Cultivating Forensic Reasoning for Generalizable Multimodal Manipulation Detection
Yuchen Zhang, Yaxiong Wang, Kecheng Han +4
Recent advances in generative AI have significantly enhanced the realism of multimodal media manipulation, thereby posing substantial challenges to manipulation detection. Existing…