Point Cloud Filtering on PUNet synthetic
0.418CDStraightPCF
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| StraightPCFResolution=50K (Dense), Noise=1%2024.05 | 0.418 | 0.05 | |
| IterativePFNResolution=50K (Dense), Noise=1%2024.05 | 0.443 | 0.014 | |
| PDFlowResolution=50K (Dense), Noise=1%2024.05 | 0.456 | 0.057 | |
| DeepPSRResolution=50K (Dense), Noise=1%2024.05 | 0.497 | 0.027 | |
| ScoreResolution=50K (Dense), Noise=1%2024.05 | 0.505 | 0.046 | |
| StraightPCFResolution=50K (Dense), Noise=2%2024.05 | 0.557 | 0.13 | |
| IterativePFNResolution=50K (Dense), Noise=2%2024.05 | 0.599 | 0.054 | |
| StraightPCFResolution=10K (Sparse), Noise=1%2024.05 | 0.624 | 0.097 | |
| PointFilterResolution=50K (Dense), Noise=1%2024.05 | 0.631 | 0.148 | |
| DeepPSRResolution=50K (Dense), Noise=2%2024.05 | 0.638 | 0.064 | |
| IterativePFNResolution=10K (Sparse), Noise=1%2024.05 | 0.645 | 0.088 | |
| StraightPCFResolution=50K (Dense), Noise=3%2024.05 | 0.683 | 0.228 | |
| ScoreResolution=50K (Dense), Noise=2%2024.05 | 0.691 | 0.129 | |
| IterativePFNResolution=50K (Dense), Noise=3%2024.05 | 0.694 | 0.11 | |
| PointFilterResolution=50K (Dense), Noise=2%2024.05 | 0.742 | 0.171 | |
| PointFilterResolution=50K (Dense), Noise=3%2024.05 | 0.798 | 0.188 | |
| PDFlowResolution=50K (Dense), Noise=2%2024.05 | 0.854 | 0.326 | |
| PDFlowResolution=10K (Sparse), Noise=1%2024.05 | 0.874 | 0.178 | |
| ScoreResolution=50K (Dense), Noise=3%2024.05 | 0.9 | 0.288 | |
| DeepPSRResolution=50K (Dense), Noise=3%2024.05 | 0.928 | 0.245 | |
| PDFlowResolution=50K (Dense), Noise=3%2024.05 | 0.953 | 0.4 | |
| PointFilterResolution=10K (Sparse), Noise=1%2024.05 | 1.139 | 0.287 | |
| DeepPSRResolution=10K (Sparse), Noise=1%2024.05 | 1.226 | 0.19 | |
| ScoreResolution=10K (Sparse), Noise=1%2024.05 | 1.274 | 0.249 | |
| StraightPCFResolution=10K (Sparse), Noise=2%2024.05 | 1.834 | 0.252 | |
| IterativePFNResolution=10K (Sparse), Noise=2%2024.05 | 2.009 | 0.191 | |
| PDFlowResolution=10K (Sparse), Noise=2%2024.05 | 2.026 | 0.332 | |
| StraightPCFResolution=10K (Sparse), Noise=3%2024.05 | 2.365 | 0.427 | |
| DeepPSRResolution=10K (Sparse), Noise=2%2024.05 | 2.416 | 0.299 | |
| PointFilterResolution=10K (Sparse), Noise=2%2024.05 | 2.447 | 0.407 | |
| ScoreResolution=10K (Sparse), Noise=2%2024.05 | 2.467 | 0.414 | |
| PDFlowResolution=10K (Sparse), Noise=3%2024.05 | 2.66 | 0.637 | |
| IterativePFNResolution=10K (Sparse), Noise=3%2024.05 | 2.684 | 0.339 | |
| DeepPSRResolution=10K (Sparse), Noise=3%2024.05 | 2.969 | 0.472 | |
| PointFilterResolution=10K (Sparse), Noise=3%2024.05 | 3.031 | 0.574 | |
| ScoreResolution=10K (Sparse), Noise=3%2024.05 | 3.366 | 0.977 |