Metric: P-AUROC (higher is better)
| # | Model↕ | P-AUROC▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | MC4AD | 0.937 | Yes | Examining the Source of Defects from a Mechanica... | 2025-05-09 | Code |
| 2 | PatchCore (FPFH) | 0.923 | No | Towards Total Recall in Industrial Anomaly Detec... | 2021-06-15 | Code |
| 3 | BTF (FPFH) | 0.79 | No | Back to the Feature: Classical 3D Features are (... | 2022-03-10 | Code |
| 4 | M3DM | 0.648 | No | Multimodal Industrial Anomaly Detection via Hybr... | 2023-03-01 | Code |
| 5 | PatchCore (PointMAE) | 0.645 | No | Towards Total Recall in Industrial Anomaly Detec... | 2021-06-15 | Code |
| 6 | Reg3D-AD | 0.631 | No | Real3D-AD: A Dataset of Point Cloud Anomaly Dete... | 2023-09-23 | Code |
| 7 | BTF (Raw) | 0.515 | No | Back to the Feature: Classical 3D Features are (... | 2022-03-10 | Code |