Unoriented Normal Vector Estimation on PCPNet
6.51RMSE (None)DeepFit
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| DeepFitscale=ss2020.03 | 6.51 | 9.21 | 16.72 | 23.12 | 7.31 | 7.92 | 11.8 | |
| Lenssen et al.scale=ss2020.03 | 6.72 | 9.95 | 17.18 | 21.96 | 7.73 | 7.51 | 11.84 | |
| Deep Iterative Surface Normal Estimationk (neighborhood size)=64, L (iterations)=42019.04 | 6.72 | 9.95 | 17.18 | 21.96 | 7.51 | 7.73 | 11.84 | |
| Nesti-Netscale=ms (MoE)2020.03 | 6.99 | 10.11 | 17.63 | 22.28 | 9 | 8.47 | 12.41 | |
| Nesti-Net2019.04 | 6.99 | 10.11 | 17.63 | 22.28 | 9 | 8.47 | 12.41 | |
| Jetscale=small (k=18)2020.03 | 7.6 | 12.36 | 41.39 | 53.21 | 8.49 | 8.61 | 21.95 | |
| PCAscale=small (k=18)2020.03 | 8.31 | 12 | 40.36 | 52.63 | 9.14 | 9.42 | 21.97 | |
| PCPNetscale=ms2020.03 | 9.62 | 11.37 | 18.87 | 23.28 | 11.7 | 11.16 | 14.34 | |
| PCPNetscale=ss2020.03 | 9.68 | 11.46 | 18.26 | 22.8 | 13.42 | 11.74 | 14.56 | |
| PCPNet2019.04 | 9.68 | 11.46 | 18.26 | 22.8 | 13.42 | 11.74 | 14.56 | |
| HoughCNN2019.04 | 10.23 | 11.62 | 22.66 | 33.39 | 11.02 | 12.47 | 16.9 | |
| Jetneighborhood size=optimal for average error2019.04 | 12.23 | 12.84 | 18.33 | 27.68 | 13.13 | 13.39 | 16.29 | |
| PCAscale=med (k=122)2020.03 | 12.29 | 12.87 | 18.38 | 27.5 | 12.81 | 13.66 | 16.25 | |
| PCAneighborhood size=optimal for average error2019.04 | 12.29 | 12.87 | 18.38 | 27.5 | 12.81 | 13.66 | 16.25 | |
| Jetscale=med (k=122)2020.03 | 12.35 | 12.84 | 18.33 | 27.68 | 13.13 | 13.39 | 16.29 | |
| PCAscale=large (k=450)2020.03 | 16.77 | 16.87 | 18.94 | 23.5 | 17.26 | 19.87 | 18.87 | |
| Jetscale=large (k=450)2020.03 | 17.35 | 17.42 | 18.85 | 23.41 | 17.8 | 19.29 | 19.02 |