Anomaly Detection and Localization on COCO-AD 60 classes 1.0 (test)
65.3Image-level AUROCMambaADv2
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| MambaADv2Setting=Multi-class2026.06 | 65.3 | 57.8 | 64.8 | 70.8 | 18.5 | 24.1 | 42 | 49 | |
| InvADSetting=Multi-class2026.06 | 64.8 | 57.2 | 64.3 | 70.5 | 18.2 | 23.8 | 41.8 | 48.7 | |
| DinomalySetting=Multi-class2026.06 | 64.5 | 56.8 | 64 | 70.2 | 17.5 | 23 | 41.2 | 48.2 | |
| UniMMAD†Setting=Multi-class2026.06 | 64.2 | 56.5 | 63.8 | 70 | 17.8 | 23.2 | 41.5 | 48.1 | |
| MambaADSetting=Multi-class2026.06 | 63.9 | 56.2 | 63.2 | 69.3 | 16.9 | 22.2 | 40.5 | 47.5 | |
| No-MambAADSetting=Multi-class2026.06 | 63.5 | 55.8 | 63.5 | 69.8 | 17 | 22.5 | 40.8 | 47.6 | |
| PromptADSetting=Multi-class2026.06 | 61.5 | 54 | 62.5 | 68.5 | 15.5 | 21 | 37.5 | 45.8 | |
| DiADSetting=Multi-class2026.06 | 58.9 | 53 | 63.2 | 68 | 20.5 | 14.2 | 30.8 | 44.1 | |
| RD4ADSetting=Multi-class2026.06 | 58.4 | 51.1 | 62.3 | 67.4 | 14.3 | 20.6 | 40.7 | 45 | |
| SimpleNetSetting=Multi-class2026.06 | 57.1 | 49.4 | 61.7 | 59.5 | 12.2 | 17.9 | 27.5 | 40.8 | |
| UniADSetting=Multi-class2026.06 | 56.2 | 49 | 61.7 | 65.4 | 12.9 | 19.4 | 31.7 | 42.3 | |
| DeSTSegSetting=Multi-class2026.06 | 56.2 | 50.3 | 61.9 | 60.9 | 11.3 | 16.3 | 23.6 | 40.1 |