Shape Generation on ShapeNet Car
0.901MMD (CD)PointFlow
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| PointFlow2025.09 | 0.901 | 0.807 | 46.88 | 50 | |
| LIONSampling steps (N)=10002025.09 | 0.913 | 0.752 | 50 | 56.53 | |
| OT-MF3DSampling steps (N)=12025.09 | 0.918 | 0.747 | 46.59 | 48.86 | |
| PSFSampling steps (N)=12025.09 | 1.023 | 0.802 | 42.89 | 53.12 | |
| PVD2025.09 | 1.077 | 0.794 | 41.19 | 50.56 | |
| DPF-Net2025.09 | 1.129 | 0.853 | 45.74 | 49.43 | |
| SoftFlow2025.09 | 1.187 | 0.859 | 42.9 | 44.6 | |
| PVD-DDIMSampling steps (N)=1002025.09 | 1.202 | 0.818 | 40.01 | 48.34 | |
| 1-GANCriterion=EMD2025.09 | 1.408 | 0.899 | 37.78 | 45.17 | |
| 1-GANCriterion=CD2025.09 | 1.532 | 1.226 | 38.92 | 23.58 | |
| Shape-GF2025.09 | 9.232 | 0.756 | 49.43 | 50.28 |