Anomaly Detection on Anomaly-ShapeNet New
1O-AUROC (cabinet0)PatchCore
Evaluation Results
| Method | Links | ||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| PatchCoreFeature Descriptor=FPFH2025.05 | 1 | 0.944 | 0.87 | 0.903 | 0.962 | 0.967 | 0.863 | 0.72 | 0.917 | 0.667 | 0.948 | 0.848 | 0.884 | 1.5 | |
| MC4AD2025.05 | 0.904 | 0.933 | 0.865 | 0.898 | 0.932 | 1 | 0.894 | 0.8 | 0.854 | 0.718 | 1 | 0.859 | 0.888 | 1.5 | |
| BTFFeature Descriptor=FPFH2025.05 | 0.773 | 0.761 | 0.596 | 0.533 | 0.486 | 0.503 | 0.55 | 0.657 | 0.837 | 0.419 | 0.788 | 0.676 | 0.632 | 4.25 | |
| M3DM2025.05 | 0.613 | 0.625 | 0.435 | 0.543 | 0.667 | 0.58 | 0.487 | 0.507 | 0.483 | 0.663 | 0.612 | 0.667 | 0.574 | 4.583 | |
| Reg3D-AD2025.05 | 0.61 | 0.585 | 0.505 | 0.533 | 0.495 | 0.51 | 0.46 | 0.473 | 0.475 | 0.552 | 0.565 | 0.63 | 0.533 | 5.917 | |
| BTFFeature Descriptor=Raw2025.05 | 0.49 | 0.544 | 0.33 | 0.357 | 0.562 | 0.5 | 0.393 | 0.503 | 0.492 | 0.533 | 0.62 | 0.67 | 0.5 | 5.917 | |
| PatchCoreFeature Descriptor=PointMAE2025.05 | 0.44 | 0.667 | 0.565 | 0.577 | 0.619 | 0.543 | 0.49 | 0.49 | 0.517 | 0.656 | 0.617 | 0.709 | 0.574 | 4.333 |