Anomaly Localization on MVTec-AD
99.9Pixel AUROCDualAnoDiff
Evaluation results
| Method | Links | |||||||||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| DualAnoDiffCategory=leather, Segmentation Model=U-Net [31]2026.03 | 99.9 | 88.8 | 78.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SeaSCategory=pill, Segmentation Model=U-Net [31]2026.03 | 99.9 | 97.1 | 90.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| O2MAGCategory=tile, Segmentation Model=U-Net [31]2026.03 | 99.9 | 98.2 | 92.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| O2MAGCategory=transistor, Segmentation Model=U-Net [31]2026.03 | 99.9 | 98.2 | 93.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| AnomalyDiffusionCategory=hazelnut, Segmentation Model=U-Net [31]2026.03 | 99.8 | 96.5 | 90.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| AnomalyDiffusionCategory=leather, Segmentation Model=U-Net [31]2026.03 | 99.8 | 79.6 | 71 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| AnomalyDiffusionCategory=metal nut, Segmentation Model=U-Net [31]2026.03 | 99.8 | 98.7 | 94 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DualAnoDiffCategory=hazelnut, Segmentation Model=U-Net [31]2026.03 | 99.8 | 97.7 | 92.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SeaSCategory=leather, Segmentation Model=U-Net [31]2026.03 | 99.8 | 85.2 | 77 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SeaSCategory=metal nut, Segmentation Model=U-Net [31]2026.03 | 99.8 | 99.2 | 95.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SeaSCategory=tile, Segmentation Model=U-Net [31]2026.03 | 99.8 | 97.9 | 92.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| O2MAGCategory=hazelnut, Segmentation Model=U-Net [31]2026.03 | 99.8 | 96.2 | 90.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| O2MAGCategory=metal nut, Segmentation Model=U-Net [31]2026.03 | 99.8 | 99.2 | 95.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DeSTSegCategory=leather2022.11 | 99.7 | 75.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DRAEMCategory=screw2022.11 | 99.7 | 71.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| EdgRecCategory=Leather2022.10 | 99.7 | 66.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DFMGANCategory=hazelnut, Segmentation Model=U-Net [31]2026.03 | 99.7 | 95.2 | 89.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| AnomalyDiffusionCategory=pill, Segmentation Model=U-Net [31]2026.03 | 99.7 | 93.9 | 90.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DualAnoDiffCategory=tile, Segmentation Model=U-Net [31]2026.03 | 99.7 | 97.1 | 91 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SeaSCategory=bottle, Segmentation Model=U-Net [31]2026.03 | 99.7 | 95.9 | 88.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SeaSCategory=grid, Segmentation Model=U-Net [31]2026.03 | 99.7 | 76.3 | 70 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SeaSCategory=zipper, Segmentation Model=U-Net [31]2026.03 | 99.7 | 88.2 | 81.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| O2MAGCategory=bottle, Segmentation Model=U-Net [31]2026.03 | 99.7 | 95.4 | 88.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| O2MAGCategory=leather, Segmentation Model=U-Net [31]2026.03 | 99.7 | 88 | 79.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| O2MAGCategory=pill, Segmentation Model=U-Net [31]2026.03 | 99.7 | 96.1 | 89.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DeSTSegCategory=hazelnut2022.11 | 99.6 | 88.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CPRSupervised setting=10 labeled anomaly samples2023.08 | 99.6 | 86 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 98.3 | — | — | — | — | — | — | — | — | |
| AnomalyDiffusionCategory=zipper, Segmentation Model=U-Net [31]2026.03 | 99.6 | 86 | 79.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DualAnoDiffCategory=metal nut, Segmentation Model=U-Net [31]2026.03 | 99.6 | 98 | 93 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DualAnoDiffCategory=pill, Segmentation Model=U-Net [31]2026.03 | 99.6 | 95.8 | 89.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DualAnoDiffCategory=zipper, Segmentation Model=U-Net [31]2026.03 | 99.6 | 90.7 | 82.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| O2MAGCategory=grid, Segmentation Model=U-Net [31]2026.03 | 99.6 | 78.6 | 71.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DRAEMCategory=grid2022.11 | 99.5 | 56.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DRAEMCategory=hazelnut2022.11 | 99.5 | 88.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CutPasteCategory=leather2022.11 | 99.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PatchCoreCategory=screw2022.11 | 99.5 | 41.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DRAEMCategory=tile2022.11 | 99.5 | 96.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SemiRESTSupervised setting=10 labeled anomaly samples2023.08 | 99.5 | 84.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 98.1 | — | — | — | — | — | — | — | — | |
| DFMGANCategory=tile, Segmentation Model=U-Net [31]2026.03 | 99.5 | 97.1 | 91.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DualAnoDiffCategory=bottle, Segmentation Model=U-Net [31]2026.03 | 99.5 | 93.4 | 85.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DualAnoDiffCategory=capsule, Segmentation Model=U-Net [31]2026.03 | 99.5 | 73.2 | 67 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SeaSCategory=hazelnut, Segmentation Model=U-Net [31]2026.03 | 99.5 | 92.3 | 85.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| O2MAGCategory=carpet, Segmentation Model=U-Net [31]2026.03 | 99.5 | 88.5 | 80 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| O2MAGCategory=zipper, Segmentation Model=U-Net [31]2026.03 | 99.5 | 88.5 | 82 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PatchCoreCategory=leather2022.11 | 99.4 | 51 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RIADCategory=Leather2022.10 | 99.4 | 49.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| EdgRecCategory=Carpet2022.10 | 99.4 | 79.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| EdgRecCategory=Hazelnut2022.10 | 99.4 | 81.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| AnomalyDiffusionCategory=bottle, Segmentation Model=U-Net [31]2026.03 | 99.4 | 94.1 | 87.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DualAnoDiffCategory=carpet, Segmentation Model=U-Net [31]2026.03 | 99.4 | 89.1 | 80.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DualAnoDiffCategory=wood, Segmentation Model=U-Net [31]2026.03 | 99.4 | 91.6 | 83.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| O2MAGCategory=cable, Segmentation Model=U-Net [31]2026.03 | 99.4 | 91.2 | 85 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| O2MAGCategory=screw, Segmentation Model=U-Net [31]2026.03 | 99.4 | 68.2 | 64.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| O2MAGCategory=wood, Segmentation Model=U-Net [31]2026.03 | 99.4 | 89.4 | 81.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DRAEMCategory=bottle2022.11 | 99.3 | 89.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DeSTSegCategory=toothbrush2022.11 | 99.3 | 75.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CutPasteCategory=zipper2022.11 | 99.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DFMGANCategory=metal nut, Segmentation Model=U-Net [31]2026.03 | 99.3 | 98.1 | 94.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| AnomalyDiffusionCategory=transistor, Segmentation Model=U-Net [31]2026.03 | 99.3 | 92.6 | 85.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SeaSCategory=carpet, Segmentation Model=U-Net [31]2026.03 | 99.3 | 86.4 | 78.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DeSTSegCategory=bottle2022.11 | 99.2 | 90.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| STPMCategory=leather2022.11 | 99.2 | 42.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| EdgRecCategory=Grid2022.10 | 99.2 | 46.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| EdgRecCategory=Toothbrush2022.10 | 99.2 | 59.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| AnomalyDiffusionCategory=cable, Segmentation Model=U-Net [31]2026.03 | 99.2 | 90.8 | 83.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| AnomalyDiffusionCategory=tile, Segmentation Model=U-Net [31]2026.03 | 99.2 | 93.6 | 86.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| AnomalyDiffusionCategory=toothbrush, Segmentation Model=U-Net [31]2026.03 | 99.2 | 76.5 | 73.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| O2MAGCategory=Average, Segmentation Model=U-Net [31]2026.03 | 99.2 | 86.3 | 80.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PatchCoreCategory=capsule2022.11 | 99.1 | 48.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DeSTSegCategory=capsule2022.11 | 99.1 | 56.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| STPMCategory=carpet2022.11 | 99.1 | 65.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PatchCoreCategory=carpet2022.11 | 99.1 | 66.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| STPMCategory=grid2022.11 | 99.1 | 45.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DeSTSegCategory=grid2022.11 | 99.1 | 61.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DeSTSegCategory=zipper2022.11 | 99.1 | 85.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| AnomalyDiffusionCategory=Average, Segmentation Model=U-Net [31]2026.03 | 99.1 | 81.4 | 76.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DualAnoDiffCategory=Average, Segmentation Model=U-Net [31]2026.03 | 99.1 | 84.5 | 78.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PatchCoreCategory=hazelnut2022.11 | 99 | 61.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PatchCoreCategory=zipper2022.11 | 99 | 64 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PRNSupervised setting=10 labeled anomaly samples2023.08 | 99 | 78.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 96.1 | — | — | — | — | — | — | — | — | |
| RD with ExpertDistillation Paradigm=Reverse Distillation2024.12 | 99 | 72.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 96.3 | — | — | — | — | — | — | — | — | |
| PaDimCategory=Carpet2022.10 | 99 | 60.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PaDimCategory=Leather2022.10 | 99 | 53.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SeaSCategory=wood, Segmentation Model=U-Net [31]2026.03 | 99 | 87 | 79.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PatchCoreCategory=bottle2022.11 | 98.9 | 80.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PatchCoreCategory=grid2022.11 | 98.9 | 41 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| STPMCategory=hazelnut2022.11 | 98.9 | 60.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DRAEMCategory=leather2022.11 | 98.9 | 69.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| STPMCategory=toothbrush2022.11 | 98.9 | 48.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PatchCoreCategory=toothbrush2022.11 | 98.9 | 51.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RIADCategory=Toothbrush2022.10 | 98.9 | 50.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DFMGANCategory=bottle, Segmentation Model=U-Net [31]2026.03 | 98.9 | 90.2 | 83.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| AnomalyDiffusionCategory=wood, Segmentation Model=U-Net [31]2026.03 | 98.9 | 84.6 | 74.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DMDD2024.08 | 98.85 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 96.13 | — | — | — | — | — | — | — | — | |
| STPMCategory=bottle2022.11 | 98.8 | 80.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PatchCoreCategory=cable2022.11 | 98.8 | 70 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PatchCoreCategory=metal nut2022.11 | 98.8 | 88.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MSFlowTaxonomy=Flow-based, Venue=Ours2023.08 | 98.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 97.1 | — | — | — | — | — | — | — | — | |
| RIADCategory=Grid2022.10 | 98.8 | 36.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RIADCategory=Screw2022.10 | 98.8 | 43.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — |