Pixel-level Segmentation on VisA (test)
99.8AUC-PGroundingAnomaly
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| GroundingAnomalyCategory=macaroni1, Backbone=U-Net2026.04 | 99.8 | 65.4 | 59.4 | |
| GroundingAnomalyCategory=chewinggum, Backbone=U-Net2026.04 | 99.5 | 84.6 | 78.2 | |
| GroundingAnomalyCategory=pipe fryum, Backbone=U-Net2026.04 | 99.5 | 77.4 | 68.7 | |
| GroundingAnomalyCategory=pcb4, Backbone=U-Net2026.04 | 99.4 | 45.1 | 45.9 | |
| GroundingAnomalyCategory=capsules, Backbone=U-Net2026.04 | 99.3 | 78.4 | 72.1 | |
| GroundingAnomalyCategory=cashew, Backbone=U-Net2026.04 | 99.3 | 87.1 | 84.2 | |
| GroundingAnomalyCategory=macaroni2, Backbone=U-Net2026.04 | 99.3 | 54.5 | 50.9 | |
| GroundingAnomalyCategory=candle, Backbone=U-Net2026.04 | 98.9 | 61.2 | 58.3 | |
| GroundingAnomalyCategory=Average, Backbone=U-Net2026.04 | 98.2 | 67.2 | 63.5 | |
| GroundingAnomalyCategory=pcb3, Backbone=U-Net2026.04 | 97.7 | 61.6 | 61 | |
| GroundingAnomalyCategory=pcb2, Backbone=U-Net2026.04 | 97.5 | 54 | 55.4 | |
| GroundingAnomalyCategory=pcb1, Backbone=U-Net2026.04 | 96.7 | 81.8 | 75.7 | |
| DualAnoDiffCategory=Average, Backbone=U-Net2026.04 | 96.6 | 60.9 | 61.4 | |
| SeaSCategory=Average, Backbone=U-Net2026.04 | 96.4 | 59.8 | 59.3 | |
| AnomalyDiffusionCategory=Average, Backbone=U-Net2026.04 | 94.3 | 56.3 | 56.8 | |
| DualAnoDiffCategory=candle, Backbone=U-Net2026.04 | 93.7 | 48.1 | 46.5 | |
| DFMGANCategory=Average, Backbone=U-Net2026.04 | 91.8 | 49.1 | 48.5 | |
| GroundingAnomalyCategory=fryum, Backbone=U-Net2026.04 | 91.5 | 55.1 | 51.3 | |
| DRÆMCategory=Average, Backbone=U-Net2026.04 | 89.6 | 42.7 | 42.8 | |
| SeaSCategory=candle, Backbone=U-Net2026.04 | 89.4 | 45.1 | 44.1 | |
| AnomalyDiffusionCategory=candle, Backbone=U-Net2026.04 | 89.1 | 28.7 | 33.9 | |
| DFMGANCategory=candle, Backbone=U-Net2026.04 | 87.1 | 24.7 | 31.4 | |
| DRÆMCategory=candle, Backbone=U-Net2026.04 | 86.2 | 18.7 | 23.7 |