Point Cloud Filtering on PCNet Dense 50K
0.883CDStraightPCF
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| StraightPCFNoise=1%, Number of Parameters=530K2024.05 | 0.883 | 0.148 | |
| IterativePFNNoise=1%, Number of Parameters=~3.1M2024.05 | 0.922 | 0.142 | |
| StraightPCFNoise=1%, Resolution=50K (Dense), Parameters=~530K2024.05 | 0.936 | 0.161 | |
| PDFlowNoise=1%2024.05 | 0.988 | 0.159 | |
| IterativePFNNoise=1%, Resolution=50K (Dense)2024.05 | 0.993 | 0.172 | |
| DeepPSRNoise=1%2024.05 | 1.011 | 0.173 | |
| PointFilterNoise=1%2024.05 | 1.069 | 0.194 | |
| ScoreNoise=1%2024.05 | 1.079 | 0.178 | |
| DeepPSRNoise=1%, Resolution=50K (Dense)2024.05 | 1.121 | 0.226 | |
| PointFilterNoise=1%, Resolution=50K (Dense)2024.05 | 1.155 | 0.227 | |
| PDFlowNoise=1%, Resolution=50K (Dense)2024.05 | 1.166 | 0.214 | |
| ScoreNoise=1%, Resolution=50K (Dense)2024.05 | 1.204 | 0.227 | |
| StraightPCFNoise=2%, Number of Parameters=530K2024.05 | 1.229 | 0.29 | |
| IterativePFNNoise=2%, Number of Parameters=~3.1M2024.05 | 1.323 | 0.272 | |
| StraightPCFNoise=2%, Resolution=50K (Dense), Parameters=~530K2024.05 | 1.399 | 0.332 | |
| PointFilterNoise=2%2024.05 | 1.457 | 0.31 | |
| IterativePFNNoise=2%, Resolution=50K (Dense)2024.05 | 1.477 | 0.288 | |
| DeepPSRNoise=2%2024.05 | 1.63 | 0.432 | |
| PointFilterNoise=2%, Resolution=50K (Dense)2024.05 | 1.723 | 0.381 | |
| PDFlowNoise=2%2024.05 | 1.734 | 0.478 | |
| ScoreNoise=2%2024.05 | 1.74 | 0.394 | |
| DeepPSRNoise=2%, Resolution=50K (Dense)2024.05 | 1.83 | 0.484 | |
| ScoreNoise=2%, Resolution=50K (Dense)2024.05 | 2.058 | 0.509 | |
| PDFlowNoise=2%, Resolution=50K (Dense)2024.05 | 2.107 | 0.544 | |
| StraightPCFNoise=3%, Number of Parameters=530K2024.05 | 2.226 | 0.654 | |
| DeepPSRNoise=3%2024.05 | 2.332 | 0.724 | |
| DeepPSRNoise=3%, Resolution=50K (Dense)2024.05 | 2.574 | 0.74 | |
| ScoreNoise=3%2024.05 | 2.692 | 0.761 | |
| PointFilterNoise=3%2024.05 | 2.72 | 0.691 | |
| PDFlowNoise=3%2024.05 | 2.828 | 0.811 | |
| StraightPCFNoise=3%, Resolution=50K (Dense), Parameters=~530K2024.05 | 2.916 | 0.892 | |
| IterativePFNNoise=3%, Number of Parameters=~3.1M2024.05 | 3.046 | 0.987 | |
| ScoreNoise=3%, Resolution=50K (Dense)2024.05 | 3.379 | 1.013 | |
| PointFilterNoise=3%, Resolution=50K (Dense)2024.05 | 3.536 | 1.099 | |
| IterativePFNNoise=3%, Resolution=50K (Dense)2024.05 | 3.799 | 1.138 | |
| PDFlowNoise=3%, Resolution=50K (Dense)2024.05 | 4.831 | 1.453 |