Point-level Anomaly Detection on Real3D-AD
12.9AUPR (Average)PatchCore
Evaluation Results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| PatchCoreFeature=FPFH+Raw2023.09 | 12.9 | 1.6 | 16 | 9.2 | 4.5 | 36.3 | 3.4 | 26.6 | 6.6 | 29.1 | 4.9 | 3.5 | 5.5 | |
| Reg3D-AD2023.09 | 11.3 | 1.7 | 13.5 | 10.9 | 4.4 | 19.1 | 1 | 43.7 | 1.6 | 18.2 | 6.5 | 3.9 | 6.7 | |
| PatchCoreFeature=FPFH2023.09 | 7.4 | 2.7 | 3.4 | 14.2 | 4 | 27.3 | 5.5 | 5.2 | 9.3 | 3.1 | 3.1 | 3.7 | 4 | |
| BTFFeature=Raw2023.09 | 6.5 | 2.7 | 2.8 | 11.8 | 4.4 | 23.9 | 6.8 | 3.6 | 7.5 | 2.7 | 1.8 | 3.4 | 5.5 | |
| PatchCoreBackbone=PointMAE2023.09 | 5.8 | 1.6 | 6.9 | 2 | 5.2 | 10.7 | 0.8 | 20.1 | 0.8 | 7.1 | 4.3 | 4.6 | 5.5 | |
| M3DMBackbone=PointBERT2023.09 | 5.2 | 0.7 | 1.7 | 1.6 | 37.7 | 3.8 | 1.1 | 3.9 | 1.7 | 2.8 | 2.1 | 4 | 1.8 | |
| M3DMBackbone=PointMAE2023.09 | 4.6 | 0.7 | 1.8 | 1.6 | 31 | 3.3 | 1.1 | 2.5 | 1.8 | 3 | 2.2 | 4 | 2.1 | |
| BTFFeature=FPFH2023.09 | 2.2 | 1.2 | 1.4 | 2.5 | 4.9 | 3.2 | 2 | 1.7 | 1.4 | 3.1 | 1.1 | 1.7 | 1.6 |