Metric: P-AUROC (higher is better)
| # | Model↕ | P-AUROC▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | MC4AD | 0.91 | Yes | Examining the Source of Defects from a Mechanica... | 2025-05-09 | Code |
| 2 | PO3AD | 0.898 | No | PO3AD: Predicting Point Offsets toward Better 3D... | 2024-12-17 | - |
| 3 | PASDF | 0.897 | No | Bridging 3D Anomaly Localization and Repair via ... | 2025-05-30 | - |
| 4 | DUS-Net | 0.712 | No | Taming Anomalies with Down-Up Sampling Networks:... | 2025-07-05 | - |
| 5 | ISMP | 0.691 | No | Look Inside for More: Internal Spatial Modality ... | 2024-12-18 | Code |
| 6 | IMRNet | 0.65 | Yes | Towards Scalable 3D Anomaly Detection and Locali... | 2023-11-25 | Code |