BTAD
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Image-level Anomaly Detection | BTAD | AUROC97.6 | 54 | |
| Anomaly Segmentation | BTAD | Average Pixel AUROC98.4 | 48 | |
| Anomaly Detection | BTAD | Average Image-level AUROC95.8 | 45 | |
| Anomaly Detection | BTAD | AUROC96 | 41 | |
| Pixel-level Anomaly Detection | BTAD | AUROC98.4 | 37 | |
| Industrial Image Anomaly Detection | BTAD (test) | Image AUROC99.9 | 36 | |
| Anomaly Detection | BTAD (test) | Mean Pixel AUROC0.9989 | 30 | |
| Anomaly Localization | BTAD | AUROC98.4 | 29 | |
| Anomaly Localization | BTAD (test) | Avg Pixel AUROC98 | 24 | |
| Anomaly Detection | BTAD | Clean AUROC98.5 | 22 | |
| Unified Anomaly Detection | BTAD | ROC AUC (Pixel)98.9 | 18 | |
| Anomaly Detection | BTAD | AUROC0.975 | 15 | |
| Anomaly Classification | BTAD (test) | Average AUROC0.956 | 13 | |
| Anomaly Detection | BTAD | PR-AUC99 | 12 | |
| Anomaly Detection | BTAD Few-shot-8 setting | Image AUROC93.2 | 10 | |
| Anomaly Detection | BTAD Separate setting | Image AUROC95.9 | 10 | |
| Anomaly Detection | BTAD | Pixel-level AUROC97 | 10 | |
| Anomaly Localization | BTAD 03 | AP84.6 | 10 | |
| Anomaly Localization | BTAD 02 | AP85.2 | 10 | |
| Anomaly Localization | BTAD 01 | AP82.2 | 10 | |
| Anomaly Localization | BTAD Average (test) | AP70.3 | 9 | |
| Pixel-level Anomaly Localization | BTAD 43 (joint evaluation protocol) | AUROC96.2 | 8 | |
| Anomaly Localization | BTAD Industrial (test) | AUROC96.5 | 8 | |
| Anomaly Localisation | BTAD | AUROC97.3 | 8 | |
| Pixel-level Anomaly Localization | BTAD (test) | AUROC98 | 8 |
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