3D Asset Reconstruction on Toys4k
0.0083CDSLAT
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| SLATrepresentation=Gaussians2024.12 | 0.0083 | 32.74 | 0.025 | 99.99 | 36.11 | 0.024 | — | — | — | — | |
| SLATrepresentation=Radiance Fields2024.12 | 0.0083 | 32.19 | 0.029 | 99.99 | 36.11 | 0.024 | — | — | — | — | |
| CLAY2024.12 | 0.0124 | — | — | 99.76 | 35.35 | 0.035 | — | — | — | — | |
| 3DTopia-XLevaluation_protocol=albedo color2024.12 | 0.0128 | 25.34 | 0.074 | 99.39 | 31.87 | 0.08 | — | — | — | — | |
| UniRecGen2026.04 | 0.0175 | — | — | 76.95 | — | — | 80.3 | 76.22 | 78.34 | 0.8785 | |
| ReconViaGen2026.04 | 0.0281 | — | — | 61.05 | — | — | 72.29 | 62.24 | 60.86 | 0.8543 | |
| LN3Diff2024.12 | 0.0299 | 26.44 | 0.076 | 96.49 | 27.1 | 0.094 | — | — | — | — | |
| TRELLIS-SModel size=S2026.04 | 0.0309 | — | — | 55.25 | — | — | 65.83 | 57.62 | 54.3 | 0.8324 | |
| TRELLIS-MModel size=M2026.04 | 0.0343 | — | — | 56.74 | — | — | 63.18 | 59.52 | 56 | 0.8309 | |
| SAM 3D2026.04 | 0.0354 | — | — | 57.11 | — | — | 60.61 | 54.16 | 65.75 | 0.8218 | |
| Hunyuan3D-MV2026.04 | 0.0513 | — | — | 45.4 | — | — | 63.11 | 49.3 | 43.05 | 0.8124 | |
| LucidFusion2026.04 | 0.1333 | — | — | 14.71 | — | — | 10.35 | 21.43 | 13.78 | 0.624 | |
| AffostructionDepth=true2026.01 | 0.2427 | 18.84 | 0.1922 | 9.97 | 22.64 | 0.1421 | 32.67 | — | — | — | |
| MCCDepth=true2026.01 | 0.3299 | — | — | 6.48 | — | — | 21.11 | — | — | — | |
| TRELLISDepth=false2026.01 | 0.3694 | 17.61 | 0.2435 | 4.96 | 20.96 | 0.2089 | 19.49 | — | — | — | |
| InstantMeshDepth=false2026.01 | 0.4063 | 19.57 | 0.2382 | 3.91 | 20.46 | 0.2463 | 13.68 | — | — | — | |
| LGMDepth=false2026.01 | 0.566 | 13.59 | 0.4126 | 2.67 | 17.03 | 0.3974 | 9.39 | — | — | — | |
| Shap-EDepth=false2026.01 | 0.6724 | 16.59 | 0.2989 | 0.96 | 16.16 | 0.3014 | 6.39 | — | — | — |