PolyFlow: Continuous Topology Embedding Flow Matching for Artist-style Mesh Generation

PolyFlow: Continuous Topology Embedding Flow Matching for Artist-style Mesh Generation

PolyFlow introduces a continuous mesh representation using a topology embedder and applies flow-matching with Transformers for parallel mesh generation, achieving faster inference…

Hugging Face · Daily Papers ·Chunshi Wang, Haohan Weng · ·▲ 9 upvotes

Este artigo está em destaque na seleção diária de papers do Hugging Face, curada pela comunidade de pesquisa em IA.

Autores: Chunshi Wang, Haohan Weng, Junliang Ye, Biwen Lei, Yang Li, Zibo Zhao

  • 9 upvotes da comunidade
  • Temas: Autoregressive Transformers, diffusion models, flow-matching, mesh generation, topology embedder, continuous mesh representation

Resumo

Resumo original (em inglês), extraído do paper:

PolyFlow introduces a continuous mesh representation using a topology embedder and applies flow-matching with Transformers for parallel mesh generation, achieving faster inference and precise resolution control compared to autoregressive methods.

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