Anomaly Detection and Localization on Uni-Medical 1.0 (test)
85.3Image-level AUROCMambaADv2
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| MambaADv2Setting=Multi-class2026.06 | 85.3 | 82.2 | 83.6 | 97.2 | 47.8 | 49.5 | 88.8 | 76.3 | |
| DinomalySetting=Multi-class2026.06 | 84.2 | 80.8 | 82.5 | 97 | 46.5 | 48.2 | 87.8 | 75.3 | |
| UniMMAD†Setting=Multi-class2026.06 | 84 | 80.5 | 82 | 96.8 | 46 | 47.8 | 87.5 | 74.9 | |
| MambaADSetting=Multi-class2026.06 | 83.7 | 80.1 | 82 | 96.9 | 45.4 | 47.3 | 87.5 | 74.7 | |
| No-MambAADSetting=Multi-class2026.06 | 82.8 | 79.3 | 81.2 | 96.7 | 44.5 | 46.5 | 86.8 | 74 | |
| InvADSetting=Multi-class2026.06 | 82.5 | 79 | 81 | 96.5 | 44 | 46 | 86.5 | 73.6 | |
| PromptADSetting=Multi-class2026.06 | 81.5 | 78 | 79.5 | 96.2 | 41 | 43.5 | 85.5 | 72.2 | |
| DeSTSegSetting=Multi-class2026.06 | 80.7 | 79.8 | 78.7 | 86.6 | 38 | 37.5 | 25.1 | 60.9 | |
| DiADSetting=Multi-class2026.06 | 80.4 | 80.1 | 77.8 | 95.9 | 38 | 35.6 | 85.4 | 70.5 | |
| UniADSetting=Multi-class2026.06 | 78.5 | 75.2 | 76.6 | 96.4 | 37.6 | 40.2 | 85 | 69.9 | |
| RD4ADSetting=Multi-class2026.06 | 75.6 | 75.8 | 78 | 96.5 | 38.7 | 40.1 | 86.4 | 70.2 | |
| SimpleNetSetting=Multi-class2026.06 | 75.6 | 76.9 | 76.8 | 95.9 | 38.3 | 39.6 | 80.5 | 69.1 |