3D Shape Generation on ShapeNet Airplane
98.41-NNA (CD)r-GAN
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| r-GAN2023.07 | 98.4 | 96.79 | 30.12 | 14.32 | |
| l-GANOptimization Metric=EMD2023.07 | 89.49 | 76.91 | 38.27 | 38.52 | |
| l-GANOptimization Metric=CD2023.07 | 87.3 | 93.95 | 38.52 | 21.23 | |
| 1-GANST (s)=0.032025.09 | 87.3 | 93.95 | — | — | |
| ShapeGFST (s)=0.342025.09 | 80 | 76.17 | — | — | |
| S-PVDsymmetry_aware=true2025.12 | 79.01 | 70.37 | — | — | |
| S-LIONsymmetry_aware=true2025.12 | 78.37 | 74.54 | — | — | |
| SetVAE2023.07 | 76.54 | 67.65 | 43.7 | 48.4 | |
| DPM2023.07 | 76.42 | 86.91 | 48.64 | 33.83 | |
| DPMST (s)=22.82025.09 | 76.42 | 86.91 | — | — | |
| PVD-DDIMST (s)=3.15, N=1002025.09 | 76.21 | 69.84 | — | — | |
| SoftFlow2023.07 | 76.05 | 65.8 | 46.91 | 47.9 | |
| SoftFlowST (s)=0.122025.09 | 76.05 | 65.8 | — | — | |
| PointFlow2023.07 | 75.68 | 70.74 | 47.9 | 46.41 | |
| PointFlowST (s)=0.272025.09 | 75.68 | 70.74 | — | — | |
| SetVAEST (s)=0.032025.09 | 75.31 | 77.65 | — | — | |
| DPF-Net2023.07 | 75.18 | 65.55 | 46.17 | 48.89 | |
| DPF-NetST (s)=0.332025.09 | 75.18 | 65.55 | — | — | |
| PVD2023.07 | 73.82 | 64.81 | 48.88 | 52.09 | |
| PVD2025.12 | 73.82 | 64.81 | — | — | |
| PVDST (s)=29.9, N=10002025.09 | 73.82 | 64.81 | — | — | |
| OT-MF3DST (s)=<0.04, N=12025.09 | 72.71 | 62.22 | — | — | |
| PSFST (s)=0.042025.09 | 71.11 | 61.09 | — | — | |
| NSOTN=10002025.09 | 68.64 | 61.85 | — | — | |
| LION2023.07 | 67.41 | 61.23 | 47.16 | 49.63 | |
| LION2025.12 | 67.41 | 61.23 | — | — | |
| LIONST (s)=27.09, N=10002025.09 | 67.41 | 61.23 | — | — | |
| MeshDiffusion2023.07 | 66.44 | 76.26 | 47.34 | 42.15 | |
| ConTiCoM-3DST (s)=0.22, N=12025.09 | 64.89 | 61.77 | — | — | |
| DiT-3D2023.07 | 62.35 | 58.67 | 53.16 | 54.39 |