Anomaly Detection on MPDD 6 classes (Image & Pixel Metrics)
97Image AUROCDPDiff-AD
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| DPDiff-AD2026.05 | 97 | 98.5 | 96.5 | 98.5 | 46.9 | 48.1 | 95.4 | 83 | |
| DeSTSeg2026.05 | 92.6 | 91.8 | 92.8 | 90.8 | 30.6 | 32.9 | 78.3 | 72.8 | |
| ReContrast2026.05 | 90.9 | 94.5 | 91 | 98.8 | 46.8 | 48.9 | 95.6 | 80.9 | |
| SimpleNet2026.05 | 90.6 | 94.1 | 89.7 | 97.1 | 33.6 | 35.7 | 90 | 75.8 | |
| RD4AD2026.05 | 90.3 | 92.8 | 90.5 | 98.3 | 39.6 | 40.6 | 95.2 | 78.2 | |
| MambaAD2026.05 | 89.2 | 93.1 | 90.3 | 97.7 | 33.5 | 38.6 | 92.8 | 76.5 | |
| ViTAD2026.05 | 87.4 | 90.8 | 87 | 97.8 | 44.1 | 46.4 | 95.3 | 78.4 | |
| HVQ-Trans2026.05 | 86.5 | 88.1 | 85.8 | 96.7 | 27.6 | 31.4 | 86.9 | 71.9 | |
| DiAD2026.05 | 85.8 | 89.2 | 86.5 | 91.4 | 15.3 | 19.2 | 66.1 | 64.8 | |
| UniAD2026.05 | 80.1 | 83.2 | 85.1 | 95.4 | 19 | 25.6 | 83.8 | 67.5 |