Shape-conditioned 3D Object Generation on Toys4K generalization (test)
4.89CDSPACECONTROL
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| SPACECONTROLtau_0=6, Conditioning=Meshes2025.12 | 4.89 | 0.29 | 244 | 72.47 | |
| Spice-EStylization Checkpoint=true, Conditioning=Meshes2025.12 | 7.4 | 0.3 | 224 | 81.21 | |
| SPACECONTROLtau_0=6, Conditioning=Geometric Primitives2025.12 | 14 | 0.32 | 221 | 81.3 | |
| SPICE-E-TFine-tuned=true, Conditioning=Meshes2025.12 | 23.3 | 0.32 | 222 | 90.99 | |
| SPICE-E-TFine-tuned=true, Conditioning=Geometric Primitives2025.12 | 39.1 | 0.32 | 223 | 53.51 | |
| Coin3DConditioning=Geometric Primitives2025.12 | 54.4 | 0.21 | 231 | 102 | |
| Spice-EFine-tuned=true, Conditioning=Geometric Primitives2025.12 | 65.9 | 0.29 | 233 | 66.52 | |
| Coin3DConditioning=Meshes2025.12 | 77.8 | 0.04 | 293 | 182.5 | |
| TRELLISModel Backbone=txt-DiT-XL, Spatial Guidance=None (text-only reference)2025.12 | 117 | 0.33 | 217 | 78.6 |