Anomaly Detection and Localization on MVTec-AD 15 classes 1.0 (test)
99.4Image-level AUROCUniMMAD†
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| UniMMAD†Setting=Multi-class2026.06 | 99.4 | 99.5 | 97.8 | 97.6 | 58.5 | 60 | 93.5 | 86.6 | |
| MambaADv2Setting=Multi-class2026.06 | 99.1 | 99.8 | 98.3 | 97.9 | 59 | 61.8 | 94.2 | 87.2 | |
| InvADSetting=Multi-class2026.06 | 99 | 99.5 | 97.9 | 97.5 | 57.5 | 59.8 | 94 | 86.5 | |
| DinomalySetting=Multi-class2026.06 | 98.9 | 99.7 | 98.1 | 97.8 | 57.5 | 60 | 93.5 | 86.5 | |
| No-MambAADSetting=Multi-class2026.06 | 98.8 | 99.6 | 97.8 | 97.7 | 57.8 | 60.2 | 93.8 | 86.5 | |
| MambaADSetting=Multi-class2026.06 | 98.6 | 99.6 | 97.8 | 97.7 | 56.3 | 59.2 | 93.1 | 86 | |
| PromptADSetting=Multi-class2026.06 | 97.5 | 99.2 | 97 | 97.2 | 53.5 | 57 | 92 | 84.8 | |
| DiADSetting=Multi-class2026.06 | 97.2 | 99 | 96.5 | 96.8 | 52.6 | 55.5 | 90.7 | 84 | |
| UniADSetting=Multi-class2026.06 | 96.5 | 98.8 | 96.2 | 96.8 | 43.4 | 49.5 | 90.7 | 81.7 | |
| SimpleNetSetting=Multi-class2026.06 | 95.3 | 98.4 | 95.8 | 96.9 | 45.9 | 49.7 | 86.5 | 81.2 | |
| RD4ADSetting=Multi-class2026.06 | 94.6 | 96.5 | 95.2 | 96.1 | 48.6 | 53.8 | 91.1 | 82.3 | |
| DeSTSegSetting=Multi-class2026.06 | 89.2 | 95.5 | 91.6 | 93.1 | 54.3 | 50.9 | 64.8 | 77.1 |