Anomaly Detection on MVTec-AD (I-AUC, P-AUC, Pixel-F1)
99.7I-AUCArcAD
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| ArcADSupervision Mode=Supervised2026.07 | 99.7 | 99.2 | 68.9 | |
| DinomalySupervision Mode=Unsupervised2026.07 | 99.6 | 98.3 | 68.4 | |
| Dinomaly*Supervision Mode=Unsupervised, Setting=standard setting2026.07 | 99.6 | 98.4 | 69.2 | |
| UniVAD v2Shot Setting=1N+1A-shot2026.06 | 98.3 | 96.5 | — | |
| UniVAD v2Shot Setting=1N-shot2026.06 | 98.1 | 96.4 | — | |
| UniVAD2026.06 | 97.8 | 96.5 | — | |
| MambaADSupervision Mode=Unsupervised2026.07 | 95.5 | 96.7 | 56.8 | |
| DeSTSegSupervision Mode=Unsupervised2026.07 | 94.5 | 97.3 | 60.9 | |
| AnomalyGPT2026.06 | 94.1 | 95.3 | — | |
| ReContrastSupervision Mode=Unsupervised2026.07 | 93.2 | 97.6 | 57.8 | |
| WinCLIP2026.06 | 93.1 | 95.2 | — | |
| UniNetSupervision Mode=Unsupervised2026.07 | 92.7 | 96.4 | 49.7 | |
| RD4ADSupervision Mode=Unsupervised2026.07 | 91.4 | 96.2 | 44.1 | |
| DRASupervision Mode=Supervised2026.07 | 85.2 | 63.9 | 13.1 | |
| PatchCore2026.06 | 84 | 89.9 | — | |
| SimpleNetSupervision Mode=Unsupervised2026.07 | 79.4 | 84.5 | 30.7 | |
| MedCLIP2026.06 | 75.2 | 79.1 | — | |
| UniAD2026.06 | 70.3 | 90.7 | — | |
| SDNetSupervision Mode=Supervised2026.07 | 70.1 | 49.4 | 6.9 | |
| SDNet (Dinov2)Supervision Mode=Supervised, Backbone=Dinov22026.07 | 59.7 | 60.2 | 3.9 | |
| DevNetSupervision Mode=Supervised2026.07 | 57.7 | 61.5 | 3.7 | |
| ComAD2026.06 | 57.3 | — | — | |
| AVA-DINOProtocol=Zero-shot protocol, Training dataset=ViSA2026.05 | 0.935 | 0.921 | 0.506 | |
| Bayes-PFLProtocol=Zero-shot protocol, Training dataset=ViSA2026.05 | 0.923 | 0.918 | 0.474 | |
| AdaCLIPProtocol=Zero-shot protocol, Training dataset=ViSA2026.05 | 0.92 | 0.887 | 0.434 | |
| WinCLIPProtocol=Zero-shot protocol, Training dataset=ViSA2026.05 | 0.918 | 0.851 | 0.316 | |
| AnomalyCLIPProtocol=Zero-shot protocol, Training dataset=ViSA2026.05 | 0.915 | 0.909 | 0.391 |