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Preprint Oct 2026

Image Diffusion Models Are Good 3D Human Motion Generators

Text-to-motion generation typically relies on dataset-specific skeletal representations, with models trained separately for benchmarks with different joint layouts. We investigate whether image diffusion architectures can model 3D human motion through a common image-compatible representation that accommodates heterogen...

Si-Yuan Yang, Chong Wang, Hao Cheng et al. · 0 citations
Preprint Oct 2026

TAME:Topology-Aware Text-Driven Motion Editing across Heterogeneous Humanoid Skeletons

Topology-Aware Motion Editor (TAME), a flow-matching transformer that edits motions on humanoid skeletons of varying topology that outperforms previous methods in edit alignment and source preservation on MotionFix and reliably edits motions on unseen skeletons in TopoMotionFix.

Qi-Chen Zheng, Si-Yuan Yang, Chong Wang et al. · 0 citations

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