MultiAnimate: Pose-Guided Image Animation Made Extensible

ArXi:2602.21581v2 Announce Type: replace Pose-guided human image animation aims to synthesize realistic videos of a reference character driven by a sequence of poses. While diffusion-based methods have achieved remarkable success, most existing approaches are limited to single-character animation. We observe that naively extending these methods to multi-character scenarios often leads to identity confusion and implausible occlusions between characters.