Anomaly Detection and Localization on MVTec-3D 10 classes 1.0 (test)
88.5Image-level AUROCMambaADv2
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| MambaADv2Setting=Multi-class2026.06 | 88.5 | 96.8 | 94 | 98.9 | 40.5 | 44.2 | 94.8 | 79.7 | |
| DinomalySetting=Multi-class2026.06 | 87.5 | 96.2 | 93.5 | 98.8 | 39.2 | 42.8 | 94.2 | 78.9 | |
| UniMMAD†Setting=Multi-class2026.06 | 87 | 95.8 | 93 | 98.6 | 38.5 | 42 | 93.8 | 78.4 | |
| MambaADSetting=Multi-class2026.06 | 86.2 | 95.8 | 92.8 | 98.6 | 37.5 | 41.1 | 93.6 | 78 | |
| InvADSetting=Multi-class2026.06 | 85 | 94.5 | 91.8 | 98.2 | 36.5 | 40 | 92.5 | 76.9 | |
| DiADSetting=Multi-class2026.06 | 84.6 | 94.8 | 95.6 | 96.4 | 25.3 | 32.3 | 87.8 | 73.8 | |
| DeSTSegSetting=Multi-class2026.06 | 79.6 | 94.1 | 90.6 | 95.1 | 38.1 | 39.9 | 46.4 | 69.1 | |
| UniADSetting=Multi-class2026.06 | 78.9 | 93.4 | 91.4 | 96.5 | 21.2 | 28 | 88.1 | 71.1 | |
| RD4ADSetting=Multi-class2026.06 | 77.9 | 92.4 | 91.4 | 98.4 | 29.8 | 36.4 | 93.5 | 74.3 | |
| SimpleNetSetting=Multi-class2026.06 | 72.5 | 91 | 90.3 | 93.5 | 18.3 | 25.3 | 77.6 | 66.9 | |
| No-MambAADSetting=Multi-class2026.06 | 71.3 | 85.5 | 92.2 | 98.3 | 37 | 40.5 | 92.8 | 77.3 | |
| PromptADSetting=Multi-class2026.06 | 70.9 | 85.5 | 92 | 98.5 | 36.5 | 40 | 93 | 77.2 |