Anomaly Detection on MVTec-AD (Image & Pixel Level Comprehensive)
98.7AU-ROCFlow Mismatching
Evaluation results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Flow Mismatching2026.05 | 98.7 | — | — | — | — | — | — | — | — | — | 99.5 | 97.7 | |
| MambaAD2026.05 | 98.5 | — | — | — | — | — | — | — | — | — | 99.5 | 97.6 | |
| AMDM2026.05 | 98.4 | — | — | — | — | — | — | — | — | — | 99 | 97.4 | |
| ViTAD2026.05 | 98.3 | — | — | — | — | — | — | — | — | — | 99.4 | 97.3 | |
| HVQ-Trans2026.05 | 98 | — | — | — | — | — | — | — | — | — | 99.5 | 97.5 | |
| DiAD2026.05 | 97.2 | — | — | — | — | — | — | — | — | — | 99 | 96.5 | |
| UniAD2026.05 | 96.5 | — | — | — | — | — | — | — | — | — | 98.8 | 96.2 | |
| SimpleNet2026.05 | 95.3 | — | — | — | — | — | — | — | — | — | 98.4 | 95.8 | |
| RD4AD2026.05 | 94.6 | — | — | — | — | — | — | — | — | — | 96.5 | 95.2 | |
| CFLOW-AD2026.05 | 92.7 | — | — | — | — | — | — | — | — | — | 97.2 | 94 | |
| DeSTSeg2026.05 | 89.2 | — | — | — | — | — | — | — | — | — | 95.5 | 91.6 | |
| DeSTSegSetting=multi-class2026.04 | — | 89.2 | 95.5 | 91.6 | 93.1 | 54.3 | 50.9 | 64.8 | 77.1 | — | — | — | |
| DiADSetting=multi-class2026.04 | — | 97.2 | 99 | 96.5 | 96.8 | 52.6 | 55.5 | 90.7 | 84 | 0.1 | — | — | |
| HVQ-TransSetting=multi-class2026.04 | — | 98 | 99.5 | 97.5 | 97.3 | 48.2 | 53.3 | 91.4 | 83.6 | 5.6 | — | — | |
| InvADSetting=multi-class2026.04 | — | 99 | 99.6 | 98.5 | 97.5 | 46.5 | 52.3 | 92.7 | 83.7 | 88.1 | — | — | |
| MDMSetting=multi-class2026.04 | — | 87.2 | 94.2 | 91 | 94.8 | 39.5 | 44.8 | 88 | 77.1 | 1.9 | — | — | |
| OmiADSetting=multi-class2026.04 | — | 98.8 | 99.7 | 98.5 | 97.7 | 52.6 | 56.7 | 93.2 | 85.3 | 39.4 | — | — | |
| OSD-IRFSetting=multi-class2026.04 | — | 99 | 99.6 | 98.4 | 97.7 | 54.3 | 57.4 | 93.5 | 85.7 | 133 | — | — | |
| RD4ADSetting=multi-class2026.04 | — | 94.6 | 96.5 | 95.2 | 96.1 | 48.6 | 53.8 | 91.1 | 82.3 | 4.8 | — | — | |
| SimpleNetSetting=multi-class2026.04 | — | 95.3 | 98.4 | 95.8 | 96.9 | 45.9 | 49.7 | 86.5 | 81.2 | — | — | — | |
| UniADSetting=multi-class2026.04 | — | 96.5 | 98.8 | 96.2 | 96.8 | 43.4 | 49.5 | 90.7 | 81.7 | 5.3 | — | — |