Shape Generation on ShapeNet Airplane
0.219MMD (CD)LION
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| LIONSampling steps (N)=10002025.09 | 0.219 | 0.372 | 47.16 | 49.63 | |
| PSFSampling steps (N)=12025.09 | 0.221 | 0.366 | 46.17 | 52.59 | |
| OT-MF3DSampling steps (N)=12025.09 | 0.221 | 0.36 | 47.9 | 48.39 | |
| PointFlow2025.09 | 0.224 | 0.39 | 47.9 | 46.41 | |
| PVD2025.09 | 0.224 | 0.38 | 48.88 | 52.09 | |
| SoftFlow2025.09 | 0.231 | 0.375 | 46.91 | 47.9 | |
| PVD-DDIMSampling steps (N)=1002025.09 | 0.243 | 0.399 | 44.23 | 49.75 | |
| DPF-Net2025.09 | 0.264 | 0.408 | 46.17 | 48.89 | |
| 1-GANCriterion=CD2025.09 | 0.34 | 0.583 | 38.52 | 21.23 | |
| 1-GANCriterion=EMD2025.09 | 0.397 | 0.417 | 38.27 | 38.52 | |
| Shape-GF2025.09 | 2.703 | 0.659 | 40.74 | 40.49 |