Point Cloud Generation on ShapeNet Chair (test)
94.51-NNA (CD)r-GAN
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| r-GANPart Awareness=false, Symmetry Awareness=false2026.01 | 94.5 | — | — | 99 | 7,249 | 619 | |
| l-GAN/EMDPart Awareness=false, Symmetry Awareness=false2026.01 | 71.2 | — | — | 66.2 | 7,184 | 521 | |
| SPAGHETTIPart Awareness=true, Symmetry Awareness=false2026.01 | 70.7 | — | — | 69 | 5,930 | 582 | |
| DPCPart Awareness=false, Symmetry Awareness=false2026.01 | 68.9 | — | — | 80 | 335 | 50.6 | |
| l-GAN/CDPart Awareness=false, Symmetry Awareness=false2026.01 | 66.5 | — | — | 88.8 | 7,972 | 582 | |
| SoftFlowPart Awareness=false, Symmetry Awareness=false2026.01 | 64.8 | — | — | 60.1 | 5,628 | 420 | |
| DPF-NetPart Awareness=false, Symmetry Awareness=false2026.01 | 62.4 | — | — | 54.5 | 5,234 | 245 | |
| ShapeGFPart Awareness=false, Symmetry Awareness=false2026.01 | 61.8 | — | — | 57.2 | 1,100 | 101 | |
| SetVAEPart Awareness=false, Symmetry Awareness=false2026.01 | 59.9 | — | — | 59.9 | 5,320 | 673 | |
| PointFlowPart Awareness=false, Symmetry Awareness=false2026.01 | 58.1 | — | — | 56.3 | 7,290 | 530 | |
| SALADPart Awareness=true, Symmetry Awareness=false2026.01 | 57.8 | — | — | 58.4 | 308 | 52.6 | |
| PVDPart Awareness=false, Symmetry Awareness=false2026.01 | 54.6 | — | — | 53.8 | 275 | 58.4 | |
| LIONPart Awareness=false, Symmetry Awareness=false2026.01 | 53.4 | — | — | 51.1 | 201 | 55.2 | |
| DiT-3DPart Awareness=false, Symmetry Awareness=false2026.01 | 52.5 | — | — | 53.1 | 235 | 49 | |
| FrePoladPart Awareness=false, Symmetry Awareness=false2026.01 | 51.9 | — | — | 50.3 | 252 | 50.9 | |
| QuartetPart Awareness=true, Symmetry Awareness=true2026.01 | 51.6 | — | — | 53.7 | 28.9 | 2.86 | |
| Lumina-Next2024.06 | — | 12.975 | 48.33 | — | — | — | |
| PC-GAN2024.06 | — | 13.436 | 46.23 | — | — | — | |
| PDiffusion2024.06 | — | 12.276 | 48.94 | — | — | — | |
| PointFlow2024.06 | — | 13.631 | 41.86 | — | — | — | |
| ShapeGF2024.06 | — | 13.175 | 48.53 | — | — | — | |
| TreeGAN2024.06 | — | 14.936 | 38.02 | — | — | — |