Real-IAD
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Anomaly Localization | Real-IAD | P-AUROC98.9 | 43 | |
| Anomaly Detection | Real-IAD multi-class | mAD80.4 | 38 | |
| Anomaly Detection | Real-IAD | AUROC (Image-level)0.883 | 26 | |
| Pixel-level Anomaly Detection | Real-IAD | AUROC99.1 | 22 | |
| Image-level Anomaly Detection | Real-IAD | AUROC89 | 22 | |
| Anomaly Detection | Real-IAD | AUROC90.8 | 20 | |
| Anomaly Detection | Real-IAD (test) | I-AUROC95.4 | 20 | |
| Anomaly Detection and Localization | Real-IAD | AUROC83.8 | 18 | |
| Anomaly Detection | Real-IAD | I-AUROC84.3 | 18 | |
| Anomaly Segmentation | Real-IAD | AUROC (Pixel-Level)96.6 | 14 | |
| Anomaly Detection | Real-IAD 1.0 (test) | AUROC (%)91.8 | 14 | |
| Anomaly Localization | Real-IAD (test) | P-AUROC99 | 14 | |
| Anomaly Detection | Real-IAD | I-AUROC92.5 | 13 | |
| Anomaly Detection and Localization | Real-IAD 30 classes 1.0 (test) | Image-level AUROC87.8 | 12 | |
| Anomaly Detection | Real-IAD | I-AUROC91.17 | 10 | |
| Anomaly Detection | Real-IAD standard (test) | Image AU-ROC90.1 | 9 | |
| Anomaly Detection | Real-IAD | Image AUROC90.3 | 9 | |
| Anomaly Classification | Real-IAD few-shot | Accuracy70.44 | 7 | |
| Anomaly Detection | Real-IAD few-shot | I-AUC89.17 | 7 | |
| Anomaly Detection | Real-IAD Variety | FPS345.759 | 7 | |
| Anomaly Detection | Real-IAD | FPS397.762 | 7 | |
| Unsupervised Anomaly Localization (Pixel-Level) | Real-IAD | AUC98.9 | 7 | |
| Industrial Anomaly Detection | Real-IAD (unified) | Image AUROC91.3 | 7 | |
| Anomaly Localization | Real-IAD 1.0 (test) | AUROC0.985 | 7 | |
| Anomaly Detection | Real-IAD (test) | I-AUROC93.2 | 6 |
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