Anomaly Detection on MVTec-AD (AP-I)
100AP-IDFMGAN
Evaluation results
| Method | Links | |
|---|---|---|
| DFMGANCategory=hazelnut, Segmentation Model=U-Net [31]2026.03 | 100 | |
| DFMGANCategory=leather, Segmentation Model=U-Net [31]2026.03 | 100 | |
| DFMGANCategory=tile, Segmentation Model=U-Net [31]2026.03 | 100 | |
| DFMGANCategory=toothbrush, Segmentation Model=U-Net [31]2026.03 | 100 | |
| AnomalyDiffusionCategory=cable, Segmentation Model=U-Net [31]2026.03 | 100 | |
| AnomalyDiffusionCategory=leather, Segmentation Model=U-Net [31]2026.03 | 100 | |
| AnomalyDiffusionCategory=metal nut, Segmentation Model=U-Net [31]2026.03 | 100 | |
| AnomalyDiffusionCategory=tile, Segmentation Model=U-Net [31]2026.03 | 100 | |
| AnomalyDiffusionCategory=toothbrush, Segmentation Model=U-Net [31]2026.03 | 100 | |
| AnomalyDiffusionCategory=transistor, Segmentation Model=U-Net [31]2026.03 | 100 | |
| AnomalyDiffusionCategory=zipper, Segmentation Model=U-Net [31]2026.03 | 100 | |
| DualAnoDiffCategory=bottle, Segmentation Model=U-Net [31]2026.03 | 100 | |
| DualAnoDiffCategory=hazelnut, Segmentation Model=U-Net [31]2026.03 | 100 | |
| DualAnoDiffCategory=leather, Segmentation Model=U-Net [31]2026.03 | 100 | |
| DualAnoDiffCategory=tile, Segmentation Model=U-Net [31]2026.03 | 100 | |
| DualAnoDiffCategory=zipper, Segmentation Model=U-Net [31]2026.03 | 100 | |
| SeaSCategory=leather, Segmentation Model=U-Net [31]2026.03 | 100 | |
| SeaSCategory=metal nut, Segmentation Model=U-Net [31]2026.03 | 100 | |
| SeaSCategory=tile, Segmentation Model=U-Net [31]2026.03 | 100 | |
| SeaSCategory=toothbrush, Segmentation Model=U-Net [31]2026.03 | 100 | |
| SeaSCategory=zipper, Segmentation Model=U-Net [31]2026.03 | 100 | |
| O2MAGCategory=bottle, Segmentation Model=U-Net [31]2026.03 | 100 | |
| O2MAGCategory=cable, Segmentation Model=U-Net [31]2026.03 | 100 | |
| O2MAGCategory=carpet, Segmentation Model=U-Net [31]2026.03 | 100 | |
| O2MAGCategory=grid, Segmentation Model=U-Net [31]2026.03 | 100 | |
| O2MAGCategory=hazelnut, Segmentation Model=U-Net [31]2026.03 | 100 | |
| O2MAGCategory=leather, Segmentation Model=U-Net [31]2026.03 | 100 | |
| O2MAGCategory=metal nut, Segmentation Model=U-Net [31]2026.03 | 100 | |
| O2MAGCategory=tile, Segmentation Model=U-Net [31]2026.03 | 100 | |
| O2MAGCategory=toothbrush, Segmentation Model=U-Net [31]2026.03 | 100 | |
| O2MAGCategory=transistor, Segmentation Model=U-Net [31]2026.03 | 100 | |
| O2MAGCategory=zipper, Segmentation Model=U-Net [31]2026.03 | 100 | |
| DFMGANCategory=zipper, Segmentation Model=U-Net [31]2026.03 | 99.9 | |
| AnomalyDiffusionCategory=bottle, Segmentation Model=U-Net [31]2026.03 | 99.9 | |
| AnomalyDiffusionCategory=capsule, Segmentation Model=U-Net [31]2026.03 | 99.9 | |
| AnomalyDiffusionCategory=hazelnut, Segmentation Model=U-Net [31]2026.03 | 99.9 | |
| DualAnoDiffCategory=carpet, Segmentation Model=U-Net [31]2026.03 | 99.9 | |
| DualAnoDiffCategory=metal nut, Segmentation Model=U-Net [31]2026.03 | 99.9 | |
| DualAnoDiffCategory=wood, Segmentation Model=U-Net [31]2026.03 | 99.9 | |
| SeaSCategory=bottle, Segmentation Model=U-Net [31]2026.03 | 99.9 | |
| SeaSCategory=grid, Segmentation Model=U-Net [31]2026.03 | 99.9 | |
| DFMGANCategory=bottle, Segmentation Model=U-Net [31]2026.03 | 99.8 | |
| DFMGANCategory=metal nut, Segmentation Model=U-Net [31]2026.03 | 99.8 | |
| SeaSCategory=hazelnut, Segmentation Model=U-Net [31]2026.03 | 99.8 | |
| O2MAGCategory=capsule, Segmentation Model=U-Net [31]2026.03 | 99.8 | |
| O2MAGCategory=wood, Segmentation Model=U-Net [31]2026.03 | 99.8 | |
| O2MAGCategory=Average, Segmentation Model=U-Net [31]2026.03 | 99.8 | |
| AnomalyDiffusionCategory=Average, Segmentation Model=U-Net [31]2026.03 | 99.7 | |
| DualAnoDiffCategory=grid, Segmentation Model=U-Net [31]2026.03 | 99.7 | |
| DualAnoDiffCategory=toothbrush, Segmentation Model=U-Net [31]2026.03 | 99.7 | |
| O2MAGCategory=pill, Segmentation Model=U-Net [31]2026.03 | 99.7 | |
| AnomalyDiffusionCategory=pill, Segmentation Model=U-Net [31]2026.03 | 99.6 | |
| SeaSCategory=pill, Segmentation Model=U-Net [31]2026.03 | 99.6 | |
| SeaSCategory=wood, Segmentation Model=U-Net [31]2026.03 | 99.6 | |
| SeaSCategory=Average, Segmentation Model=U-Net [31]2026.03 | 99.6 | |
| AnomalyDiffusionCategory=grid, Segmentation Model=U-Net [31]2026.03 | 99.5 | |
| SeaSCategory=transistor, Segmentation Model=U-Net [31]2026.03 | 99.5 | |
| DFMGANCategory=wood, Segmentation Model=U-Net [31]2026.03 | 99.4 | |
| AnomalyDiffusionCategory=wood, Segmentation Model=U-Net [31]2026.03 | 99.4 | |
| DualAnoDiffCategory=capsule, Segmentation Model=U-Net [31]2026.03 | 99.2 | |
| SeaSCategory=capsule, Segmentation Model=U-Net [31]2026.03 | 99.2 | |
| DualAnoDiffCategory=pill, Segmentation Model=U-Net [31]2026.03 | 99 | |
| SeaSCategory=carpet, Segmentation Model=U-Net [31]2026.03 | 99 | |
| DualAnoDiffCategory=Average, Segmentation Model=U-Net [31]2026.03 | 98.9 | |
| AnomalyDiffusionCategory=carpet, Segmentation Model=U-Net [31]2026.03 | 98.8 | |
| SeaSCategory=cable, Segmentation Model=U-Net [31]2026.03 | 98.8 | |
| DFMGANCategory=capsule, Segmentation Model=U-Net [31]2026.03 | 98.5 | |
| DFMGANCategory=carpet, Segmentation Model=U-Net [31]2026.03 | 98.5 | |
| DualAnoDiffCategory=cable, Segmentation Model=U-Net [31]2026.03 | 98.3 | |
| O2MAGCategory=screw, Segmentation Model=U-Net [31]2026.03 | 98.2 | |
| SeaSCategory=screw, Segmentation Model=U-Net [31]2026.03 | 98 | |
| AnomalyDiffusionCategory=screw, Segmentation Model=U-Net [31]2026.03 | 97.9 | |
| DFMGANCategory=cable, Segmentation Model=U-Net [31]2026.03 | 97.8 | |
| DualAnoDiffCategory=screw, Segmentation Model=U-Net [31]2026.03 | 95 | |
| DFMGANCategory=Average, Segmentation Model=U-Net [31]2026.03 | 94.8 | |
| DualAnoDiffCategory=transistor, Segmentation Model=U-Net [31]2026.03 | 93.7 | |
| DFMGANCategory=transistor, Segmentation Model=U-Net [31]2026.03 | 92.5 | |
| DFMGANCategory=pill, Segmentation Model=U-Net [31]2026.03 | 91.7 | |
| DFMGANCategory=grid, Segmentation Model=U-Net [31]2026.03 | 90.4 | |
| DFMGANCategory=screw, Segmentation Model=U-Net [31]2026.03 | 64.7 |