Mesh Reconstruction on Toys4K
0.033Chamfer DistanceFACE
Evaluation results
| Method | Links | ||
|---|---|---|---|
| FACE2026.03 | 0.033 | 0.067 | |
| BPT2026.03 | 0.037 | 0.091 | |
| TreeMeshGPT2026.03 | 0.047 | 0.133 | |
| MeshAnythingV22026.03 | 0.09 | 0.238 | |
| MeshAnything2026.03 | 0.11 | 0.264 | |
| GT2026.03 | 76.03 | — | |
| TripoSFAppearance=No, Latent size=≈ 244k × 11, Coarse geometry oracle=Yes2026.03 | 76.99 | — | |
| Ours (oracle, mesh decoder)Appearance=Yes, Latent size=8192 × 32, Coarse geometry oracle=Yes2026.03 | 80.32 | — | |
| Ours (mesh decoder)Appearance=Yes, Latent size=8192 × 32, Coarse geometry oracle=No2026.03 | 80.55 | — | |
| Ours (no mesh decoder)Appearance=Yes, Latent size=8192 × 32, Coarse geometry oracle=No2026.03 | 88.3 | — | |
| 3DTopia-XLAppearance=Yes, Latent size=2048 × 64, Coarse geometry oracle=Yes, Evaluation subset=Worst 10% removed2026.03 | 90.61 | — | |
| TRELLISAppearance=Yes, Latent size=≈ 20k × 11, Coarse geometry oracle=Yes2026.03 | 92.21 | — | |
| Shape TokensAppearance=No, Latent size=1024 × 16, Coarse geometry oracle=No2026.03 | 119.8 | — | |
| 3DTopia-XLAppearance=Yes, Latent size=2048 × 64, Coarse geometry oracle=Yes2026.03 | 153.9 | — | |
| TripoSGAppearance=No, Latent size=2048 × 64, Coarse geometry oracle=No, Evaluation subset=Worst 10% removed2026.03 | 230.5 | — | |
| TripoSGAppearance=No, Latent size=2048 × 64, Coarse geometry oracle=No2026.03 | 299.7 | — |