Anomaly Detection on Real-IAD (AUROC, AP, F1-max)
90.8AUROCShortcutBreaker
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| ShortcutBreaker2025.10 | 90.8 | 88.2 | 81.5 | |
| DinomalyScaled training schedule=true2024.05 | 89.5 | 86.9 | 80.4 | |
| Dinomaly2024.05 | 89.3 | 86.8 | 80.2 | |
| Dinomaly2025.10 | 89.3 | 86.8 | 80.2 | |
| ReContrastDesigned for MUAD=true2024.05 | 86.4 | 84.2 | 77.4 | |
| Recontrast2025.10 | 86.4 | 84.2 | 77.4 | |
| MambaADDesigned for MUAD=true2024.05 | 86.3 | 84.6 | 77 | |
| MambaAD2025.10 | 86.3 | 84.6 | 77 | |
| UniADDesigned for MUAD=true2024.05 | 83 | 80.9 | 74.3 | |
| UniAD2025.10 | 83 | 80.9 | 74.3 | |
| VITADDesigned for MUAD=true2024.05 | 82.7 | 80.2 | 73.7 | |
| RD4AD2024.05 | 82.4 | 79 | 73.9 | |
| DeSTSeg2024.05 | 82.3 | 79.2 | 73.2 | |
| ViTAD2025.10 | 82.3 | 79.4 | 73.4 | |
| FB-CLIPZero-shot=true2026.03 | 80.6 | 78.4 | — | |
| AF-CLIPZero-shot=true2026.03 | 79.2 | 77 | — | |
| FAPromptZero-shot=true2026.03 | 77.3 | 74.8 | — | |
| DiADDesigned for MUAD=true2024.05 | 75.6 | 66.4 | 69.9 | |
| DiAD2025.10 | 75.6 | 66.4 | 69.9 | |
| SimpleNet2024.05 | 57.2 | 53.4 | 61.5 |