Shape-conditioned 3D Object Generation on ShapeNet Table (test)
0.48Chamfer DistanceSPACECONTROL
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| SPACECONTROLtau_0=6, Conditioning=Meshes2025.12 | 0.48 | 0.28 | 130 | 42.33 | |
| SPACECONTROLtau_0=6, Conditioning=Geometric Primitives2025.12 | 3.72 | 0.29 | 157 | 46.28 | |
| SPICE-E-TFine-tuned=true, Conditioning=Geometric Primitives2025.12 | 4.73 | 0.3 | 122 | 47.36 | |
| SPICE-E-TFine-tuned=true, Conditioning=Meshes2025.12 | 7.59 | 0.3 | 116 | 46.76 | |
| Spice-EFine-tuned=true, Conditioning=Geometric Primitives2025.12 | 10.3 | 0.29 | 148 | 78.85 | |
| TRELLISModel Backbone=txt-DiT-XL, Spatial Guidance=None2025.12 | 19.7 | 0.3 | 132 | 49.4 | |
| Coin3DConditioning=Meshes2025.12 | 20.4 | 0.01 | 224 | 178.2 | |
| Spice-EStylization Checkpoint=true, Conditioning=Meshes2025.12 | 28.2 | 0.29 | 132 | 58.01 | |
| Coin3DConditioning=Geometric Primitives2025.12 | 28.82 | 0.22 | 245 | 71.58 |