Anomaly Segmentation on VisA unified (test)
97.71AUROCGroundingAnomaly
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| GroundingAnomalySegmentation Model=Segformer2026.04 | 97.71 | 56.65 | 59.87 | 37.95 | |
| SeaSSegmentation Model=Segformer2026.04 | 97.58 | 56.39 | 59.41 | 37.88 | |
| GroundingAnomalySegmentation Model=UPerNet2026.04 | 97.37 | 56.69 | 57.83 | 36.07 | |
| SeaSSegmentation Model=UPerNet2026.04 | 97.01 | 55.46 | 55.99 | 35.91 | |
| GroundingAnomalySegmentation Model=BiSeNet V22026.04 | 96.11 | 43.11 | 45.59 | 24.17 | |
| SeaSSegmentation Model=BiSeNet V22026.04 | 96.03 | 42.8 | 45.41 | 25.93 | |
| DualAnoDiffSegmentation Model=UPerNet2026.04 | 95.89 | 53.37 | 49.49 | 24.77 | |
| DualAnoDiffSegmentation Model=Segformer2026.04 | 95.75 | 50.55 | 48.57 | 22.87 | |
| AnomalyDiffusionSegmentation Model=Segformer2026.04 | 95.49 | 40.73 | 47.54 | 21.38 | |
| AnomalyDiffusionSegmentation Model=UPerNet2026.04 | 95 | 39.92 | 45.37 | 20.53 | |
| DualAnoDiffSegmentation Model=BiSeNet V22026.04 | 90.87 | 42.98 | 39.31 | 17.84 | |
| AnomalyDiffusionSegmentation Model=BiSeNet V22026.04 | 89.29 | 34.16 | 37.93 | 15.93 | |
| DFMGANSegmentation Model=Segformer2026.04 | 78.33 | 13.47 | 19.59 | 15.13 | |
| DFMGANSegmentation Model=BiSeNet V22026.04 | 75.91 | 9.17 | 15 | 9.66 | |
| DFMGANSegmentation Model=UPerNet2026.04 | 75.09 | 12.42 | 18.52 | 15.47 |