Anomaly Detection on MANTA
93.3I-AUROCArcAD
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| ArcADSupervision Mode=Supervised2026.07 | 93.3 | 95.5 | 48.5 | |
| Dinomaly*Supervision Mode=Unsupervised, Setting=standard setting2026.07 | 91.1 | 95.1 | 53.1 | |
| DinomalySupervision Mode=Unsupervised2026.07 | 90.3 | 93.8 | 39.8 | |
| ReContrastSupervision Mode=Unsupervised2026.07 | 86.4 | 93.4 | 30.5 | |
| MambaADSupervision Mode=Unsupervised2026.07 | 85.2 | 91.8 | 29.8 | |
| SDNetSupervision Mode=Supervised2026.07 | 78.5 | 66.9 | 4.2 | |
| DRASupervision Mode=Supervised2026.07 | 77.4 | 34.8 | 1.9 | |
| RD4ADSupervision Mode=Unsupervised2026.07 | 76.8 | 91.8 | 23.5 | |
| DeSTSegSupervision Mode=Unsupervised2026.07 | 75.5 | 85 | 20 | |
| UniNetSupervision Mode=Unsupervised2026.07 | 68.4 | 89.9 | 15.4 | |
| SDNet (Dinov2)Supervision Mode=Supervised, Backbone=Dinov22026.07 | 60.7 | 70.6 | 5.1 | |
| SimpleNetSupervision Mode=Unsupervised2026.07 | 60.3 | 72.2 | 7.3 | |
| DevNetSupervision Mode=Supervised2026.07 | 51.3 | 49.7 | 6.1 |