3D Reconstruction on GSO
0.005CD MeanUnique3D
Evaluation results
| Method | Links | |||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Unique3D2026.07 | 0.005 | — | — | — | — | — | — | — | — | — | 22 | — | 0.306 | — | — | — | 0.14 | |
| Trellis2026.07 | 0.005 | — | — | — | — | — | — | — | — | — | 21.78 | — | 0.335 | — | — | — | 0.12 | |
| Restore3D2026.07 | 0.005 | — | — | — | — | — | — | — | — | — | 23.35 | — | 0.389 | — | — | — | 0.09 | |
| InstantMesh2026.07 | 0.006 | — | — | — | — | — | — | — | — | — | 20.6 | — | 0.321 | — | — | — | 0.11 | |
| Direct3D2026.07 | 0.006 | — | — | — | — | — | — | — | — | — | — | — | 0.297 | — | — | — | — | |
| Hunyuan3D-22026.07 | 0.006 | — | — | — | — | — | — | — | — | — | 21.31 | — | 0.346 | — | — | — | 0.14 | |
| Amodal3R2026.07 | 0.008 | — | — | — | — | — | — | — | — | — | 19.37 | — | 0.248 | — | — | — | 0.15 | |
| 3D-ReGen# View=42026.04 | 0.0081 | — | — | — | — | — | — | — | 0.0873 | — | 24.2754 | 0.9408 | 0.4913 | 0.7574 | — | — | — | |
| 3D-ReGen# View=32026.04 | 0.009 | — | — | — | — | — | — | — | 0.0918 | — | 23.6394 | 0.9385 | 0.465 | 0.7372 | — | — | — | |
| Open-LRM2026.07 | 0.011 | — | — | — | — | — | — | — | — | — | 16.9 | — | 0.179 | — | — | — | 0.15 | |
| 3D-ReGen# View=22026.04 | 0.0112 | — | — | — | — | — | — | — | 0.0985 | — | 22.9795 | 0.9353 | 0.4299 | 0.7053 | — | — | — | |
| 3D-ReGen# View=12026.04 | 0.0135 | — | — | — | — | — | — | — | 0.1097 | — | 21.8982 | 0.9315 | 0.3658 | 0.6438 | — | — | — | |
| Hunyuan3D-Omni# View=42026.04 | 0.0136 | — | — | — | — | — | — | — | 0.1203 | — | 22.0141 | 0.922 | 0.4248 | 0.6603 | — | — | — | |
| Hunyuan3D-Omni# View=32026.04 | 0.0138 | — | — | — | — | — | — | — | 0.1221 | — | 22.0323 | 0.9213 | 0.419 | 0.6468 | — | — | — | |
| Hunyuan3D-Omni# View=22026.04 | 0.0141 | — | — | — | — | — | — | — | 0.1246 | — | 21.6921 | 0.9191 | 0.3812 | 0.6379 | — | — | — | |
| Hunyuan3D-Omni# View=12026.04 | 0.0173 | — | — | — | — | — | — | — | 0.128 | — | 21.163 | 0.9188 | 0.3267 | 0.5754 | — | — | — | |
| Guidedrecurrence=true2025.12 | 0.0385 | 0.0332 | 0.426 | 0.415 | 0.64 | 0.653 | 0.888 | 0.922 | 0.1562 | 0.1374 | — | — | — | — | — | — | — | |
| Guidedrecurrence=false2025.12 | 0.0397 | 0.0359 | 0.421 | 0.398 | 0.626 | 0.631 | 0.882 | 0.908 | 0.1529 | 0.132 | — | — | — | — | — | — | — | |
| Unguided Amodal3Rguided=false2025.12 | 0.0478 | 0.0425 | 0.418 | 0.397 | 0.621 | 0.629 | 0.876 | 0.914 | 0.1532 | 0.1415 | — | — | — | — | — | — | — | |
| Stream3D2026.05 | 0.048 | — | — | — | — | — | — | — | 0.139 | — | 16.145 | 0.866 | — | 0.775 | 40.641 | 66.711 | — | |
| SAM3D2026.05 | 0.094 | — | — | — | — | — | — | — | 0.178 | — | 14.178 | 0.848 | — | 0.664 | 71.263 | 105.197 | — | |
| TRELLIS+M.D.aggregation=multi-view diffusion2026.05 | 0.138 | — | — | — | — | — | — | — | 0.192 | — | 10.68 | 0.85 | — | 0.5 | 122.78 | 245.361 | — | |
| TRELLIS.2+M.D.aggregation=multi-view diffusion2026.05 | 0.15 | — | — | — | — | — | — | — | 0.194 | — | 10.611 | 0.838 | — | 0.493 | 176.253 | 228.937 | — | |
| TRELLIS.22026.05 | 0.156 | — | — | — | — | — | — | — | 0.21 | — | 10.563 | 0.822 | — | 0.48 | 170.726 | 202.808 | — | |
| GT2026.03 | 87.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| TripoSFAppearance=No, Latent size=≈ 244k × 11, Coarse geometry oracle=Yes2026.03 | 87.63 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| 3DTopia-XLAppearance=Yes, Latent size=2048 × 64, Coarse geometry oracle=Yes, Evaluation subset=Worst 10% removed2026.03 | 93.62 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Ours (oracle, mesh decoder)Appearance=Yes, Latent size=8192 × 32, Coarse geometry oracle=Yes2026.03 | 94.87 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Ours (mesh decoder)Appearance=Yes, Latent size=8192 × 32, Coarse geometry oracle=No2026.03 | 95.19 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| 3DTopia-XLAppearance=Yes, Latent size=2048 × 64, Coarse geometry oracle=Yes2026.03 | 98.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Ours (no mesh decoder)Appearance=Yes, Latent size=8192 × 32, Coarse geometry oracle=No2026.03 | 98.66 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| TRELLISAppearance=Yes, Latent size=≈ 20k × 11, Coarse geometry oracle=Yes2026.03 | 105.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Shape TokensAppearance=No, Latent size=1024 × 16, Coarse geometry oracle=No2026.03 | 130.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| TripoSGAppearance=No, Latent size=2048 × 64, Coarse geometry oracle=No, Evaluation subset=Worst 10% removed2026.03 | 219.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| TripoSGAppearance=No, Latent size=2048 × 64, Coarse geometry oracle=No2026.03 | 301.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| GS-LRMResolution=256 × 256, Views=8, Time (s)=0.12026.02 | — | — | — | — | — | — | — | — | 0.028 | — | 31.55 | 0.964 | — | — | — | — | — | |
| GS-LRMResolution=512 × 512, Views=8, Time (s)=0.72026.02 | — | — | — | — | — | — | — | — | 0.029 | — | 32.83 | 0.969 | — | — | — | — | — | |
| GS-LRMResolution=512 × 512, Views=16, Time (s)=2.52026.02 | — | — | — | — | — | — | — | — | 0.023 | — | 33.55 | 0.976 | — | — | — | — | — | |
| GS-LRMResolution=512 × 512, Views=24, Time (s)=5.52026.02 | — | — | — | — | — | — | — | — | 0.022 | — | 33.26 | 0.976 | — | — | — | — | — | |
| tttLRMResolution=256 × 256, Views=8, Time (s)=0.12026.02 | — | — | — | — | — | — | — | — | 0.024 | — | 33.14 | 0.972 | — | — | — | — | — | |
| tttLRMResolution=512 × 512, Views=8, Time (s)=0.32026.02 | — | — | — | — | — | — | — | — | 0.025 | — | 34.02 | 0.974 | — | — | — | — | — | |
| tttLRMResolution=512 × 512, Views=16 (10 V.), Time (s)=0.82026.02 | — | — | — | — | — | — | — | — | 0.022 | — | 34.67 | 0.978 | — | — | — | — | — | |
| tttLRMResolution=512 × 512, Views=24 (10 V.), Time (s)=1.12026.02 | — | — | — | — | — | — | — | — | 0.022 | — | 34.8 | 0.979 | — | — | — | — | — |