Metric: Detection AUROC (higher is better)
| # | Model↕ | Detection AUROC▼ | Augmentations | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | CPR | 98.3 | No | Target before Shooting: Accurate Anomaly Detecti... | 2023-08-13 | Code |
| 2 | UniNet | 97.73 | No | - | - | Code |
| 3 | WeakREST-Block | 96.5 | Yes | Industrial Anomaly Detection and Localization Us... | 2023-06-06 | - |
| 4 | MuSc (zero-shot) | 96.16 | No | MuSc: Zero-Shot Industrial Anomaly Classificatio... | 2024-01-30 | Code |
| 5 | RealNet | 96.1 | Yes | RealNet: A Feature Selection Network with Realis... | 2024-03-09 | Code |
| 6 | AD-CLSCNFs | 95.93 | No | - | - | Code |
| 7 | PyramidFlow (Res18) | 95.8 | Yes | PyramidFlow: High-Resolution Defect Contrastive ... | 2023-03-05 | - |
| 8 | ReConPatch WRN-50 | 95.8 | No | ReConPatch : Contrastive Patch Representation Le... | 2023-05-26 | Code |
| 9 | Reverse Distillation ++ | 95.63 | No | - | - | Code |
| 10 | D3AD | 95.2 | No | Dynamic Addition of Noise in a Diffusion Model f... | 2024-01-09 | Code |
| 11 | CPR | 94.8 | No | Target before Shooting: Accurate Anomaly Detecti... | 2023-08-13 | Code |
| 12 | WeakREST-Un | 94.4 | Yes | Industrial Anomaly Detection and Localization Us... | 2023-06-06 | - |
| 13 | URD | 93.9 | Yes | Unlocking the Potential of Reverse Distillation ... | 2024-12-10 | Code |