Comparison of F-score (F-S.) and Normal Consistency (N.C.) for the ABC Dataset.
| Method | Noisefree | Original | ExtraNoisy | |||
|---|---|---|---|---|---|---|
| F-S.↑ | N.C.↑ | F-S.↑ | N.C.↑ | F-S.↑ | N.C.↑ | |
| PGR [33] | 0.836 | 0.916 | 0.543 | 0.677 | 0.270 | 0.793 |
| Neural-Pull [3] | 0.740 | 0.793 | 0.531 | 0.716 | 0.192 | 0.611 |
| POCO [5] | 0.882 | 0.953 | 0.757 | 0.883 | 0.391 | 0.821 |
| NKSR [24] | 0.766 | 0.897 | 0.520 | 0.662 | 0.159 | 0.547 |
| Geo-UDF [41] | 0.956 | 0.970 | 0.537 | 0.670 | 0.169 | 0.577 |
| CAP-UDF [55] | 0.916 | 0.949 | 0.533 | 0.662 | 0.167 | 0.566 |
| LevelSetUDF [56] | 0.927 | 0.944 | 0.550 | 0.704 | 0.158 | 0.590 |
| LPSR (Ours) | 0.897 | 0.933 | 0.763 | 0.891 | 0.352 | 0.801 |
| Method | Noisefree | Original | ExtraNoisy | |||
|---|---|---|---|---|---|---|
| F-S.↑ | N.C.↑ | F-S.↑ | N.C.↑ | F-S.↑ | N.C.↑ | |
| PGR [ | 0.836 | 0.916 | 0.543 | 0.677 | 0.270 | 0.793 |
| Neural-Pull [ | 0.740 | 0.793 | 0.531 | 0.716 | 0.192 | 0.611 |
| POCO [ | 0.882 | |||||
| NKSR [ | 0.766 | 0.897 | 0.520 | 0.662 | 0.159 | 0.547 |
| Geo-UDF [ | 0.537 | 0.670 | 0.169 | 0.577 | ||
| CAP-UDF [ | 0.916 | 0.949 | 0.533 | 0.662 | 0.167 | 0.566 |
| LevelSetUDF [ | 0.944 | 0.550 | 0.704 | 0.158 | 0.590 | |
| LPSR (Ours) | 0.897 | 0.933 | ||||