arXiv Computer Vision
PRISM: Streaming Human Motion Generation with Per-Joint Latent Decomposition
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A Unified Conditional Flow for Motion Generation, Editing, and Intra-Structural Retargeting
The paper introduces a unified conditional-flow framework that integrates text-driven motion generation, semantic editing, and intra-structural retargeting into a single rectified-flow model. By treating editing as a change in semantic condition and retargeting as a change in skeletal condition, the approach eliminates fragmented pipelines and allows a single model to perform generation, zero‑shot editing, and zero‑shot retargeting on articulated 3D motion data. Experiments on SnapMoGen and a Mixamo subset demonstrate that the model can handle all three tasks without task‑specific fine‑tuning, preserving both motion semantics and skeletal structure.
arXiv Computer Vision
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BiPO: Bidirectional Partial Occlusion Network for Text-to-Motion Synthesis
arXiv:2412.00112v5 Announce Type: replace Abstract: Generating natural and expressive human motions from textual descriptions is challenging due to the complexity of coordinating full-body dynamics a...
arXiv Computer Vision
Sep 30
MotionMaestro: Masked Tokenization for Unified Motion Generation
arXiv:2609.37495v1 Announce Type: new Abstract: Human motion generation plays an important role in applications such as character animation, virtual environments, and embodied interaction. While exis...
arXiv Computer Vision
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SeMoCo: A Semantic-First Motion Codec for Motion Language Modeling
arXiv:2608.24334v1 Announce Type: new Abstract: Discrete motion representations have substantially advanced autoregressive text-to-motion generation. However, most motion tokenizers are optimized for...
arXiv Computer Vision
Aug 25
Spatiotemporally Decoupled Autoregressive Diffusion Model for Human Motion Generation
arXiv:2608.23279v1 Announce Type: new Abstract: Text-driven human motion synthesis has made substantial development with two core modules of motion representation and generative architecture. For rep...
arXiv Computer Vision
Aug 24
ArtiMo: Agent-Driven Articulated Mesh Animation
arXiv:2608.20699v1 Announce Type: new Abstract: Animating articulated 3D meshes via text requires satisfying strict kinematic constraints, modeling causal interactions between parts, and achieving in...