Metric: O-AUROC (higher is better)
| # | Model↕ | O-AUROC▼ | Augmentations | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | MC4AD | 0.909 | Yes | Examining the Source of Defects from a Mechanica... | 2025-05-09 | Code |
| 2 | PASDF | 0.9 | No | Bridging 3D Anomaly Localization and Repair via ... | 2025-05-30 | - |
| 3 | MC3D-AD | 0.842 | No | MC3D-AD: A Unified Geometry-aware Reconstruction... | 2025-05-04 | - |
| 4 | PO3AD | 0.839 | No | PO3AD: Predicting Point Offsets toward Better 3D... | 2024-12-17 | - |
| 5 | DUS-Net | 0.797 | No | Taming Anomalies with Down-Up Sampling Networks:... | 2025-07-05 | - |
| 6 | R3D-AD | 0.749 | No | R3D-AD: Reconstruction via Diffusion for 3D Anom... | 2024-07-15 | Code |
| 7 | ISMP | 0.712 | No | Look Inside for More: Internal Spatial Modality ... | 2024-12-18 | Code |
| 8 | IMRNet | 0.661 | Yes | Towards Scalable 3D Anomaly Detection and Locali... | 2023-11-25 | Code |