Point Cloud Filtering on PCNet synthetic
0.578CDIterativePFN
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| IterativePFNResolution=50K (Dense), Noise=1%2024.05 | 0.578 | 0.089 | |
| DeepPSRResolution=50K (Dense), Noise=1%2024.05 | 0.661 | 0.11 | |
| StraightPCFResolution=50K (Dense), Noise=1%2024.05 | 0.678 | 0.103 | |
| ScoreResolution=50K (Dense), Noise=1%2024.05 | 0.714 | 0.104 | |
| PDFlowResolution=50K (Dense), Noise=1%2024.05 | 0.727 | 0.096 | |
| PointFilterResolution=50K (Dense), Noise=1%2024.05 | 0.774 | 0.155 | |
| StraightPCFResolution=50K (Dense), Noise=2%2024.05 | 0.906 | 0.175 | |
| IterativePFNResolution=50K (Dense), Noise=2%2024.05 | 0.918 | 0.134 | |
| IterativePFNResolution=10K (Sparse), Noise=1%2024.05 | 0.989 | 0.598 | |
| DeepPSRResolution=50K (Dense), Noise=2%2024.05 | 0.991 | 0.157 | |
| ScoreResolution=50K (Dense), Noise=2%2024.05 | 1.044 | 0.164 | |
| StraightPCFResolution=50K (Dense), Noise=3%2024.05 | 1.058 | 0.24 | |
| PointFilterResolution=50K (Dense), Noise=2%2024.05 | 1.06 | 0.181 | |
| IterativePFNResolution=50K (Dense), Noise=3%2024.05 | 1.074 | 0.186 | |
| PointFilterResolution=50K (Dense), Noise=3%2024.05 | 1.182 | 0.21 | |
| PDFlowResolution=50K (Dense), Noise=2%2024.05 | 1.245 | 0.329 | |
| DeepPSRResolution=50K (Dense), Noise=3%2024.05 | 1.306 | 0.27 | |
| ScoreResolution=50K (Dense), Noise=3%2024.05 | 1.342 | 0.308 | |
| PDFlowResolution=50K (Dense), Noise=3%2024.05 | 1.374 | 0.361 | |
| StraightPCFResolution=10K (Sparse), Noise=1%2024.05 | 1.399 | 0.477 | |
| PointFilterResolution=10K (Sparse), Noise=1%2024.05 | 1.414 | 0.792 | |
| DeepPSRResolution=10K (Sparse), Noise=1%2024.05 | 1.61 | 0.954 | |
| ScoreResolution=10K (Sparse), Noise=1%2024.05 | 1.789 | 0.692 | |
| PDFlowResolution=10K (Sparse), Noise=1%2024.05 | 2.038 | 0.506 | |
| IterativePFNResolution=10K (Sparse), Noise=2%2024.05 | 2.495 | 0.668 | |
| StraightPCFResolution=10K (Sparse), Noise=2%2024.05 | 2.917 | 0.581 | |
| PointFilterResolution=10K (Sparse), Noise=2%2024.05 | 2.926 | 0.853 | |
| DeepPSRResolution=10K (Sparse), Noise=2%2024.05 | 3.065 | 1.014 | |
| PDFlowResolution=10K (Sparse), Noise=2%2024.05 | 3.108 | 0.582 | |
| ScoreResolution=10K (Sparse), Noise=2%2024.05 | 3.232 | 0.795 | |
| StraightPCFResolution=10K (Sparse), Noise=3%2024.05 | 3.677 | 0.7 | |
| IterativePFNResolution=10K (Sparse), Noise=3%2024.05 | 3.713 | 0.805 | |
| PDFlowResolution=10K (Sparse), Noise=3%2024.05 | 3.954 | 0.788 | |
| PointFilterResolution=10K (Sparse), Noise=3%2024.05 | 4.032 | 0.999 | |
| DeepPSRResolution=10K (Sparse), Noise=3%2024.05 | 4.146 | 1.129 | |
| ScoreResolution=10K (Sparse), Noise=3%2024.05 | 4.767 | 1.258 |