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 | |
| 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 and Localization | Real-IAD | AUROC83.8 | 18 | |
| Anomaly Detection | Real-IAD | AUROC (Image-level)0.883 | 18 | |
| Anomaly Detection | Real-IAD | I-AUROC84.3 | 18 | |
| Anomaly Localization | Real-IAD (test) | P-AUROC99 | 14 | |
| Anomaly Detection | Real-IAD (test) | I-AUROC90.5 | 14 | |
| Anomaly Detection | Real-IAD | Image AUROC90.3 | 9 | |
| 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 1.0 (test) | AUROC (%)87 | 7 | |
| Pixel-level Anomaly Detection | Real-IAD 40% Noise Ratio (test) | AUPRO (Pixel)95.67 | 6 | |
| Pixel-level Anomaly Detection | Real-IAD 20% Noise Ratio (test) | AUPRO (Pixel)95.88 | 6 | |
| Pixel-level Anomaly Detection | Real-IAD 10% Noise Ratio (test) | P-AUPRO96.16 | 6 | |
| Pixel-level Anomaly Detection | Real-IAD 0% Noise Ratio (test) | AUPRO (Pixel)95.97 | 6 | |
| Image-level Anomaly Detection | Real-IAD 40% Noise Ratio (test) | I-AUROC90.99 | 6 | |
| Image-level Anomaly Detection | Real-IAD 20% Noise Ratio (test) | I-AUROC92.08 | 6 | |
| Image-level Anomaly Detection | Real-IAD 10% Noise Ratio (test) | I-AUROC92.36 | 6 | |
| Image-level Anomaly Detection | Real-IAD 0% Noise Ratio (test) | I-AUROC92.39 | 6 |
Showing 25 of 34 rows