Anomaly Detection and Localization on Real-IAD 30 classes 1.0 (test)
87.8Image-level AUROCMambaADv2
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| MambaADv2Setting=Multi-class2026.06 | 87.8 | 86.4 | 78.8 | 98.7 | 35.5 | 41.1 | 91.5 | 74.3 | |
| DinomalySetting=Multi-class2026.06 | 86.5 | 84.8 | 77.2 | 98.6 | 33.8 | 39.5 | 90.8 | 73 | |
| MambaADSetting=Multi-class2026.06 | 86.3 | 84.6 | 77 | 98.5 | 33 | 38.7 | 90.5 | 72.7 | |
| UniMMAD†Setting=Multi-class2026.06 | 86 | 84 | 76.5 | 98.4 | 33 | 38.5 | 90.2 | 72.4 | |
| PromptADSetting=Multi-class2026.06 | 84.5 | 82.5 | 75.5 | 98 | 30 | 36 | 89.5 | 70.9 | |
| No-MambAADSetting=Multi-class2026.06 | 84.2 | 82.5 | 75.5 | 97.8 | 32 | 37.8 | 89.5 | 71.3 | |
| InvADSetting=Multi-class2026.06 | 83.8 | 81.8 | 75 | 97.5 | 31.5 | 37.2 | 89 | 70.8 | |
| UniADSetting=Multi-class2026.06 | 83 | 80.9 | 74.3 | 97.3 | 21.1 | 29.2 | 86.7 | 67.5 | |
| RD4ADSetting=Multi-class2026.06 | 82.4 | 79 | 73.9 | 97.3 | 25 | 32.7 | 89.6 | 68.6 | |
| DeSTSegSetting=Multi-class2026.06 | 82.3 | 79.2 | 73.2 | 94.6 | 37.9 | 41.7 | 40.6 | 64.2 | |
| DiADSetting=Multi-class2026.06 | 75.6 | 66.4 | 69.9 | 88 | 2.9 | 7.1 | 58.1 | 52.6 | |
| SimpleNetSetting=Multi-class2026.06 | 57.2 | 53.4 | 61.5 | 75.7 | 2.8 | 6.5 | 39 | 42.3 |