Unconditional 3D Point Cloud Generation on ShapeNet airplane (val)
0.53MMDUniPC + BézierFlow
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| UniPC + BézierFlowNFE=102025.12 | 0.53 | 23.7 | 0.21 | |
| iPNDM + BézierFlowNFE=102025.12 | 0.56 | 24.52 | 0.21 | |
| iPNDM + BézierFlowNFE=82025.12 | 0.57 | 24.44 | 0.23 | |
| UniPC + BézierFlowNFE=82025.12 | 0.58 | 23.45 | 0.24 | |
| iPNDM + BézierFlowNFE=62025.12 | 0.58 | 22.73 | 0.23 | |
| UniPC + BézierFlowNFE=62025.12 | 0.59 | 22.72 | 0.23 | |
| iPNDM + DMNNFE=62025.12 | 0.63 | 24.69 | 0.22 | |
| iPNDM + DMNNFE=102025.12 | 0.65 | 20.49 | 0.22 | |
| UniPC + DMNNFE=102025.12 | 0.67 | 19.51 | 0.27 | |
| iPNDMNFE=102025.12 | 0.67 | 26.67 | 0.2 | |
| UniPC + DMNNFE=62025.12 | 0.68 | 26.42 | 0.23 | |
| iPNDM + LD3NFE=102025.12 | 0.7 | 22.72 | 0.22 | |
| iPNDM + LD3NFE=82025.12 | 0.77 | 19.01 | 0.25 | |
| iPNDMNFE=82025.12 | 0.78 | 23.46 | 0.21 | |
| UniPCNFE=102025.12 | 0.79 | 20.25 | 0.22 | |
| UniPC + LD3NFE=82025.12 | 0.8 | 21.48 | 0.25 | |
| iPNDM + BézierFlowNFE=42025.12 | 0.85 | 18.52 | 0.29 | |
| UniPC + BézierFlowNFE=42025.12 | 0.88 | 18.77 | 0.29 | |
| iPNDM + LD3NFE=62025.12 | 0.89 | 18.52 | 0.25 | |
| UniPC + GITSNFE=102025.12 | 0.9 | 16.3 | 0.23 | |
| UniPC + LD3NFE=102025.12 | 0.91 | 21.23 | 0.23 | |
| iPNDMNFE=62025.12 | 0.91 | 16.54 | 0.23 | |
| UniPCNFE=82025.12 | 0.95 | 17.03 | 0.25 | |
| UniPC + DMNNFE=42025.12 | 1.1 | 16.79 | 0.27 | |
| UniPC + LD3NFE=62025.12 | 1.16 | 20.74 | 0.24 | |
| iPNDMNFE=42025.12 | 1.17 | 14.81 | 0.27 | |
| iPNDM + DMNNFE=42025.12 | 1.18 | 19.26 | 0.29 | |
| UniPC + LD3NFE=42025.12 | 1.2 | 21.23 | 0.24 | |
| UniPC + GITSNFE=82025.12 | 1.2 | 20.25 | 0.31 | |
| UniPCNFE=62025.12 | 1.25 | 8.89 | 0.3 | |
| UniPC + DMNNFE=82025.12 | 1.5 | 15.06 | 0.32 | |
| iPNDM + DMNNFE=82025.12 | 1.74 | 6.17 | 0.35 | |
| iPNDM + LD3NFE=42025.12 | 2.4 | 13.33 | 0.34 | |
| UniPCNFE=42025.12 | 2.5 | 3.21 | 0.46 | |
| iPNDM + GITSNFE=102025.12 | 2.73 | 3.95 | 0.41 | |
| iPNDM + GITSNFE=42025.12 | 3.22 | 7.65 | 0.44 | |
| iPNDM + GITSNFE=62025.12 | 3.59 | 3.21 | 0.48 | |
| iPNDM + GITSNFE=82025.12 | 3.99 | 1.73 | 0.49 | |
| UniPC + GITSNFE=42025.12 | 5.32 | 9.52 | 0.56 | |
| UniPC + GITSNFE=62025.12 | 9.14 | 0.74 | 0.63 |