PolyFlow converts discrete meshes to continuous per-vertex representations using a topology embedder and applies flow matching for parallel artist-style mesh generation that outperforms autoregressive baselines on Toys4K in Chamfer and Hausdorff distances.
Dmesh: A differentiable mesh rep- resentation.arXiv preprint arXiv:2404.13445, 2024
3 Pith papers cite this work. Polarity classification is still indexing.
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UNVERDICTED 3representative citing papers
ExMesh introduces a framework for explicit mesh reconstruction from images that integrates adaptive topology updates into differentiable optimization while maintaining UV coordinates.
MeshFlow uses a contrastive MeshVAE for compact mesh latents and a flow transformer for parallel generation, claiming 18x speedup over autoregressive methods with high accuracy on standard metrics.
citing papers explorer
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PolyFlow: Continuous Topology Embedding Flow Matching for Artist-style Mesh Generation
PolyFlow converts discrete meshes to continuous per-vertex representations using a topology embedder and applies flow matching for parallel artist-style mesh generation that outperforms autoregressive baselines on Toys4K in Chamfer and Hausdorff distances.
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ExMesh: EXplicit Mesh Reconstruction with Topology Adaptation
ExMesh introduces a framework for explicit mesh reconstruction from images that integrates adaptive topology updates into differentiable optimization while maintaining UV coordinates.
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MeshFlow: Efficient Artistic Mesh Generation via MeshVAE and Flow-based Diffusion Transformer
MeshFlow uses a contrastive MeshVAE for compact mesh latents and a flow transformer for parallel generation, claiming 18x speedup over autoregressive methods with high accuracy on standard metrics.