Anomaly Detection on Real-IAD (I-AUROC, P-AUROC, P-F1-max)
92.5I-AUROCArcAD
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| ArcADSupervision Mode=Supervised2026.07 | 92.5 | 99 | 49.8 | |
| Dinomaly*Supervision Mode=Unsupervised, Setting=standard setting2026.07 | 89.3 | 98.8 | 47.1 | |
| DinomalySupervision Mode=Unsupervised2026.07 | 88.8 | 98.8 | 46.7 | |
| ReContrastSupervision Mode=Unsupervised2026.07 | 85.9 | 97.8 | 40.8 | |
| MambaADSupervision Mode=Unsupervised2026.07 | 85.3 | 97.7 | 38.2 | |
| DeSTSegSupervision Mode=Unsupervised2026.07 | 83.5 | 92.7 | 39.8 | |
| RD4ADSupervision Mode=Unsupervised2026.07 | 77.8 | 96.9 | 29.7 | |
| UniNetSupervision Mode=Unsupervised2026.07 | 76.5 | 96.8 | 32.9 | |
| DRASupervision Mode=Supervised2026.07 | 76 | 60.3 | 4.9 | |
| SDNetSupervision Mode=Supervised2026.07 | 74.7 | 63.3 | 0.9 | |
| SimpleNetSupervision Mode=Unsupervised2026.07 | 63.6 | 66.3 | 2.5 | |
| SDNet (Dinov2)Supervision Mode=Supervised, Backbone=Dinov22026.07 | 55.4 | 71.8 | 0.8 | |
| DevNetSupervision Mode=Supervised2026.07 | 50 | 59.2 | 7.1 |