Author

Liucheng Hu

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Jul 2026

MultiAnimate: A Unified Framework for Controllable Multi-Character Animation

MultiAnimate is introduced, a comprehensive framework that enables concurrent animation of multiple characters within a shared environment while preserving both identity consistency and spatial relationships and demonstrates its superiority in multiple character animation, particularly in scenarios involving complex mo...

Zhongyi Zhang, Guangyuan Wang, Liucheng Hu et al. · arXiv.org · 0 citations

Preprint Aug 2026

Wan-Animate-2: Pushing the Application Boundaries of Character Animation

Wan-Animate-2 is presented, an end-to-end character animation framework that directly consumes the driving video within a redesigned Diffusion Transformer and achieves superior motion fidelity and identity preservation by eliminating intermediate motion extractors entirely.

Guangyuan Wang, Liucheng Hu, Dechao Meng et al. · 3 citations