Metric: Detection AUROC (higher is better)
| # | Model↕ | Detection AUROC▼ | Augmentations | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | MMR | 78.2 | No | Industrial Anomaly Detection with Domain Shift: ... | 2023-04-05 | Code |
| 2 | ReverseDistillation | 71 | No | Anomaly Detection via Reverse Distillation from ... | 2022-01-26 | Code |
| 3 | PatchCore | 70.7 | No | Towards Total Recall in Industrial Anomaly Detec... | 2021-06-15 | Code |
| 4 | DRAEM | 68.1 | No | - | - | Code |
| 5 | NSA | 64.6 | No | Natural Synthetic Anomalies for Self-Supervised ... | 2021-09-30 | Code |
| 6 | RIAD | 56.1 | No | - | - | Code |
| 7 | InTra | 54.1 | No | Inpainting Transformer for Anomaly Detection | 2021-04-28 | Code |