Anomaly Detection on MVTec-AD multi-class
99.5Image-level AUROCDPDiff-AD
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| DPDiff-AD2026.05 | 99.5 | 99.9 | 99.1 | 98.7 | 65.6 | 64.8 | 95.9 | 89.1 | |
| MiniMaxAD-frSetting=multi-class2024.05 | 98.8 | 99.6 | 97.7 | 96.1 | 58.5 | 59.5 | 92.2 | 86.1 | |
| MambaADSetting=multi-class2024.05 | 98.6 | 99.6 | 97.8 | 97.7 | 56.3 | 59.2 | 93.1 | 86 | |
| MambaAD2026.05 | 98.6 | 99.6 | 97.8 | 97.7 | 56.3 | 59.2 | 93.1 | 86 | |
| ReContrast2026.05 | 98.3 | 99.4 | 97.6 | 97.1 | 60.2 | 61.5 | 93.2 | 86.8 | |
| ViTAD2026.05 | 98.3 | 99.4 | 97.3 | 97.7 | 55.3 | 58.7 | 91.4 | 85.4 | |
| HVQ-Trans2026.05 | 98 | 99.5 | 97.5 | 97.3 | 48.2 | 53.3 | 91.4 | 83.6 | |
| DiADSetting=multi-class2024.05 | 97.2 | 99 | 96.5 | 96.8 | 52.6 | 55.5 | 90.7 | 84 | |
| DiAD2026.05 | 97.2 | 99 | 96.5 | 96.8 | 52.6 | 55.5 | 90.7 | 84 | |
| UniADSetting=multi-class2024.05 | 96.5 | 98.8 | 96.2 | 96.8 | 43.4 | 49.5 | 90.7 | 81.7 | |
| UniAD2026.05 | 96.5 | 98.8 | 96.2 | 96.8 | 43.4 | 49.5 | 90.7 | 81.7 | |
| SimpleNetSetting=multi-class2024.05 | 95.3 | 98.4 | 95.8 | 96.9 | 45.9 | 49.7 | 86.5 | 81.2 | |
| SimpleNet2026.05 | 95.3 | 98.4 | 95.8 | 96.9 | 45.9 | 49.7 | 86.5 | 81.2 | |
| RDSetting=multi-class2024.05 | 94.6 | 96.5 | 95.2 | 96.1 | 48.6 | 53.8 | 91.1 | 82.3 | |
| RD4AD2026.05 | 94.6 | 96.5 | 95.2 | 96.1 | 48.6 | 53.8 | 91.1 | 82.3 | |
| DeSTSeg2026.05 | 89.2 | 95.5 | 91.6 | 93.1 | 54.3 | 50.9 | 64.8 | 77.1 |