Table 3.
Oriented normal evaluation on PCPNet dataset.
| Method | Source | PCPNet Dataset | ||||||
|---|---|---|---|---|---|---|---|---|
| Noise | Density | |||||||
| None | 0,12% | 0,60% | 1,20% | Stripes | Gradient | Average | ||
| PCPNet37 | 35 | 33,34 | 34,22 | 40,54 | 44,46 | 37,95 | 35,44 | 37,66 |
| Hsurf-Net + ODP43 | 35 | 26,91 | 24,85 | 35,87 | 51,75 | 26,91 | 20,16 | 31,07 |
| SHSNet35 | 35 | 10,28 | 13,23 | 25,40 | 35,51 | 16,40 | 17,92 | 19,79 |
| PCA | * | 23,60 | 28,66 | 30,05 | 41,64 | 26,00 | 21,49 | 28,57 |
Reported are the RMSE results under different noise levels and different sampling strategies to simulate sensor noise. Lower is better. ODP refers to an orientation with dipol propagation47. The source column declares the resource for the test results. * indicates our own validation results.