Point Cloud Upsampling on PUGAN (test)
0.618Chamfer Distance (CD)PUDM
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| PUDMNoise Level (tau)=0.05, Upsampling Factor=4x2023.12 | 0.618 | 5.386 | 14.751 | |
| PUDMNoise Level (tau)=0.1, Upsampling Factor=4x2023.12 | 0.853 | 6.239 | 16.845 | |
| Grad-PUNoise Level (tau)=0.05, Upsampling Factor=4x2023.12 | 0.978 | 8.057 | 16.927 | |
| PU-EVANoise Level (tau)=0.05, Upsampling Factor=4x2023.12 | 1.057 | 7.91 | 20.044 | |
| Dis-PUNoise Level (tau)=0.05, Upsampling Factor=4x2023.12 | 1.076 | 7.921 | 20.603 | |
| Grad-PUNoise Level (tau)=0.1, Upsampling Factor=4x2023.12 | 1.118 | 8.946 | 18.845 | |
| PU-GANNoise Level (tau)=0.05, Upsampling Factor=4x2023.12 | 1.124 | 9.091 | 21.252 | |
| NePSNoise Level (tau)=0.05, Upsampling Factor=4x2023.12 | 1.143 | 9.645 | 18.642 | |
| NePSNoise Level (tau)=0.1, Upsampling Factor=4x2023.12 | 1.198 | 9.874 | 20.162 | |
| PU-EVANoise Level (tau)=0.1, Upsampling Factor=4x2023.12 | 1.226 | 9.305 | 22.296 | |
| Dis-PUNoise Level (tau)=0.1, Upsampling Factor=4x2023.12 | 1.244 | 10.913 | 22.845 | |
| MPUNoise Level (tau)=0.05, Upsampling Factor=4x2023.12 | 1.247 | 11.645 | 22.189 | |
| PU-GCNNoise Level (tau)=0.05, Upsampling Factor=4x2023.12 | 1.263 | 9.869 | 22.835 | |
| PU-GANNoise Level (tau)=0.1, Upsampling Factor=4x2023.12 | 1.271 | 10.911 | 23.174 | |
| MPUNoise Level (tau)=0.1, Upsampling Factor=4x2023.12 | 1.321 | 12.415 | 23.841 | |
| PU-NetNoise Level (tau)=0.05, Upsampling Factor=4x2023.12 | 1.37 | 13.729 | 23.249 | |
| PU-GCNNoise Level (tau)=0.1, Upsampling Factor=4x2023.12 | 1.456 | 11.063 | 25.213 | |
| PU-NetNoise Level (tau)=0.1, Upsampling Factor=4x2023.12 | 1.498 | 14.193 | 23.846 |