Text-to-3D on Toys4k
35.72CLIP ScoreSEELE
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| SEELE2026.05 | 35.72 | — | — | 122.48 | 1.18 | — | 70.4 | — | |
| TRELLIS2026.05 | 30.8 | — | — | 238.45 | 4.25 | — | 14.8 | — | |
| TRELLIS2026.05 | 30.52 | 21.86 | 0.08 | 287.64 | 5.6 | — | — | 26.54 | |
| 3DGen-R12026.05 | 29.35 | — | — | 263.72 | 6.85 | — | 7.9 | — | |
| AR3D-R12025.12 | 29.3 | 20.4 | 0.156 | — | 1.85 | — | — | — | |
| GAP3DTraining stage=FINE-TUNED2026.05 | 29.26 | 24.2 | 0.16 | 329.9 | 10.65 | — | — | 44.37 | |
| GAP3DTraining stage=PRE-TRAINED2026.05 | 27.51 | 41.89 | 0.88 | 634.57 | 52.71 | — | — | 90.89 | |
| Trellis2025.12 | 26.8 | 23.1 | 0.175 | — | 2.67 | — | — | — | |
| SLATSize=XL2024.12 | 26.7 | 20.48 | 0.08 | 237.48 | 4.1 | 5.21 | — | — | |
| ShapeLLM-Omni2026.05 | 26.7 | — | — | 310.55 | 18.2 | — | 5.1 | — | |
| SLATSize=L2024.12 | 26.6 | 20.54 | 0.08 | 238.6 | 4.24 | 5.24 | — | — | |
| Michelangelo2026.05 | 25.92 | — | — | 405.36 | 27.4 | — | 0 | — | |
| 3DTopia-XL2026.05 | 25.85 | — | — | 425.12 | 35.23 | — | 0 | — | |
| InstantMesh2024.12 | 25.56 | 36.73 | 0.62 | 478.92 | 49.77 | 10.79 | — | — | |
| GVGEN2026.05 | 25.55 | — | — | 438.9 | 30.65 | — | 1.9 | — | |
| Shap-E2026.05 | 25.12 | — | — | 495.23 | 49.85 | — | 0 | — | |
| Shap-E2024.12 | 25.04 | 37.93 | 0.78 | 497.17 | 49.96 | 6.58 | — | — | |
| GaussianCube2024.12 | 24.91 | 27.35 | 0.3 | 460.07 | 39.01 | 29.95 | — | — | |
| LGM2024.12 | 24.83 | 36.18 | 0.77 | 507.47 | 61.89 | 24.73 | — | — | |
| ShapeLLM-Omni2025.12 | 22.7 | 27.7 | 0.249 | — | 3.27 | — | — | — | |
| 3DTopia-XL2024.12 | 22.48 | 53.46 | 1.39 | 756.37 | 87.4 | 13.72 | — | — | |
| LGM2025.12 | 20.6 | 41 | 1.192 | — | 36.79 | — | — | — | |
| SAR3D2025.12 | 20 | 29.5 | 0.65 | — | 15.84 | — | — | — | |
| 3DTopia-XLevaluated using shaded images of PBR meshes=true2025.12 | 18.8 | 54.3 | 1.439 | — | 56.23 | — | — | — | |
| Ln3Diff2024.12 | 18.69 | 71.79 | 2.85 | 976.4 | 154.18 | 19.4 | — | — |