Research map / 3D vision / Face and shape
MeshDiffusion: Score-based Generative 3D Mesh Modeling
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| use MeshDiffusion instead of the strongest listed baseline | ShapeNet Chair · ShapeNet Chair | MMD CD: 13.928 -> 13.212 | Helped |
| use MeshDiffusion instead of the strongest listed baseline | ShapeNet Car · ShapeNet Car | MMD CD: 5.064 -> 4.972 | Helped |
| use MeshDiffusion instead of the strongest listed baseline | ShapeNet Airplane · ShapeNet Airplane | MMD CD: 3.736 -> 3.612 | Helped |
| use MeshDiffusion instead of the strongest listed baseline | ShapeNet Rifle · ShapeNet Rifle | MMD CD: 3.550 -> 3.124 | Helped |
| use MeshDiffusion instead of the strongest listed baseline | ShapeNet Table · ShapeNet Table | MMD CD: 11.378 -> 11.405 | Hurt |
| use MeshDiffusion instead of SDF-StyleGAN | ShapeNet Chair · ShapeNet Chair | FID: 36.48 -> 39.62 | Hurt |
| use MeshDiffusion instead of SDF-StyleGAN | ShapeNet Airplane · ShapeNet Airplane | FID: 65.77 -> 64.30 | Helped |
| use MeshDiffusion instead of SDF-StyleGAN | ShapeNet Car · ShapeNet Car | FID: 128.70 -> 130.20 | Hurt |
| use MeshDiffusion instead of SDF-StyleGAN | ShapeNet Rifle · ShapeNet Rifle | FID: 65.50 -> 54.73 | Helped |
| use MeshDiffusion instead of SDF-StyleGAN | ShapeNet Table · ShapeNet Table | FID: 42.29 -> 48.55 | Hurt |
| remove the smoothing step (ablation) | MeshDiffusion · ShapeNet Chair | MMD CD: 13.212 -> 13.885 | Hurt |
| remove SDF normalization (ablation) | MeshDiffusion · ShapeNet Chair | MMD CD: 13.212 -> 14.324 | Hurt |
Closest papers by meaning
- ARMesh: Autoregressive Mesh Generation via Next-Level-of-Detail Prediction (NeurIPS 2025 · similarity 0.90)
- MeshAnything: Artist-Created Mesh Generation with Autoregressive Transformers (ICLR 2025 · similarity 0.88)
- CraftsMan3D: High-fidelity Mesh Generation with 3D Native Diffusion and Interactive Geometry Refiner (CVPR 2025 · similarity 0.88)
- Single Mesh Diffusion Models with Field Latents for Texture Generation (CVPR 2024 · similarity 0.88)
- MeshGen: Generating PBR Textured Mesh with Render-Enhanced Auto-Encoder and Generative Data Augmentation (CVPR 2025 · similarity 0.88)
- MeshArt: Generating Articulated Meshes with Structure-Guided Transformers (CVPR 2025 · similarity 0.87)
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