Anomaly Detection on MPDD (Image & Pixel Metrics)
98.3Image-level AUROCOSD-IRF
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| OSD-IRFSetting=multi-class2026.04 | 98.3 | 98.5 | 96.3 | 98.9 | 48.4 | 50 | 95 | 83.8 | 212.4 | |
| InvADSetting=multi-class2026.04 | 96.5 | 96.5 | 94.4 | 98.3 | 40.1 | 43.9 | 91.2 | 80.1 | 120 | |
| OmiADSetting=multi-class2026.04 | 93.7 | 95.5 | 90.9 | 98.6 | 37.6 | 42.3 | 94 | 78.9 | 49.8 | |
| DeSTSegSetting=multi-class2026.04 | 93 | 95.1 | 90.6 | 94.1 | 33.2 | 37.6 | 59.8 | 71.9 | — | |
| SimpleNetSetting=multi-class2026.04 | 90.6 | 94.1 | 89.7 | 97.1 | 33.6 | 35.7 | 90 | 75.8 | — | |
| HVQ-TransSetting=multi-class2026.04 | 86.5 | 88.1 | 85.8 | 96.7 | 27.6 | 31.4 | 86.9 | 71.9 | 6.2 | |
| RD4ADSetting=multi-class2026.04 | 84.1 | 83.2 | 84.1 | 98.1 | 35.2 | 38.7 | 93.4 | 73.8 | 4.7 | |
| UniADSetting=multi-class2026.04 | 82.2 | 87.1 | 85.1 | 95.1 | 18.9 | 25 | 81.9 | 67.9 | 5.8 | |
| MultiADS-FMethod Variant=F2026.07 | 79.7 | 80.5 | — | — | — | — | — | — | — | |
| MultiADS2026.07 | 78.3 | 78.4 | — | — | — | — | — | — | — | |
| AnomalyCLIP2026.07 | 77 | 82 | — | — | — | — | — | — | — | |
| DiADSetting=multi-class2026.04 | 74.6 | 82.1 | 82.5 | 93 | 15.9 | 21.2 | 78.4 | 64 | 0.1 | |
| APRIL-GAN2026.07 | 73 | 80.2 | — | — | — | — | — | — | — | |
| GenAUModel Scale=7b2026.07 | 70.3 | 78.5 | — | — | — | — | — | — | — | |
| AdaCLIP2026.07 | 66.3 | 75 | — | — | — | — | — | — | — | |
| GenAUModel Scale=0.5b2026.07 | 66 | 73.5 | — | — | — | — | — | — | — | |
| WinCLIP2026.07 | 63.6 | 69.9 | — | — | — | — | — | — | — | |
| CoCoOp2026.07 | 61 | — | — | — | — | — | — | — | — | |
| CLIP-ACMethod Variant=AC2026.07 | 56.2 | 66 | — | — | — | — | — | — | — | |
| CoOp2026.07 | 55.1 | 64.2 | — | — | — | — | — | — | — | |
| CLIP2026.07 | 54.3 | 65.4 | — | — | — | — | — | — | — |