Anomaly Localization on MVTec-AD (test)
100Pixel AUROCDefectFill
Evaluation results
| Method | Links | |||||||||||||||||||||||||||||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| DefectFillObject=bottle, Localization Network=UNet2025.03 | 100 | 96 | 90 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 97 | — | — | — | — | — | — | — | — | |
| DefectFillObject=capsule, Localization Network=UNet2025.03 | 100 | 75 | 69 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 96 | — | — | — | — | — | — | — | — | |
| DFMGAN†Object=hazelnut, Localization Network=UNet2025.03 | 100 | 94 | 87 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 96 | — | — | — | — | — | — | — | — | |
| AnoDiff*Object=hazelnut, Localization Network=UNet2025.03 | 100 | 97 | 91 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 97 | — | — | — | — | — | — | — | — | |
| AnoDiff‡Object=hazelnut, Localization Network=UNet2025.03 | 100 | 96 | 90 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 97 | — | — | — | — | — | — | — | — | |
| DefectFillObject=hazelnut, Localization Network=UNet2025.03 | 100 | 99 | 94 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 99 | — | — | — | — | — | — | — | — | |
| AnoDiff*Object=leather, Localization Network=UNet2025.03 | 100 | 80 | 71 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 98 | — | — | — | — | — | — | — | — | |
| AnoDiff‡Object=leather, Localization Network=UNet2025.03 | 100 | 80 | 72 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 98 | — | — | — | — | — | — | — | — | |
| DefectFillObject=leather, Localization Network=UNet2025.03 | 100 | 91 | 83 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 98 | — | — | — | — | — | — | — | — | |
| AnoDiff*Object=pill, Localization Network=UNet2025.03 | 100 | 97 | 91 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 97 | — | — | — | — | — | — | — | — | |
| AnoDiff‡Object=pill, Localization Network=UNet2025.03 | 100 | 97 | 91 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 95 | — | — | — | — | — | — | — | — | |
| DefectFillObject=pill, Localization Network=UNet2025.03 | 100 | 98 | 93 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 98 | — | — | — | — | — | — | — | — | |
| DefectFillObject=tile, Localization Network=UNet2025.03 | 100 | 97 | 90 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 98 | — | — | — | — | — | — | — | — | |
| DefectFillObject=wood, Localization Network=UNet2025.03 | 100 | 93 | 86 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 98 | — | — | — | — | — | — | — | — | |
| AnoDiff‡Object=zipper, Localization Network=UNet2025.03 | 100 | 87 | 80 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 97 | — | — | — | — | — | — | — | — | |
| DefectFillObject=zipper, Localization Network=UNet2025.03 | 100 | 90 | 84 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 97 | — | — | — | — | — | — | — | — | |
| MAGICImplementation=ours, Category=hazelnut2025.07 | 99.8 | 95.9 | 90.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 100 | — | — | — | |
| MAGICImplementation=ours, Category=metal nut2025.07 | 99.8 | 99 | 95.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 100 | — | — | — | |
| MAGICImplementation=ours, Category=tile2025.07 | 99.8 | 97.9 | 92.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 100 | — | — | — | |
| WeakRESTSupervision=Block2023.06 | 99.7 | 87.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 98.4 | — | — | — | — | — | — | — | — | |
| WeakRESTSupervision=RBBox2023.06 | 99.7 | 87.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 98.5 | — | — | — | — | — | — | — | — | |
| MAGICImplementation=ours, Category=bottle2025.07 | 99.7 | 95.4 | 88.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 100 | — | — | — | |
| CPRSupervision Level=Supervised2024.07 | 99.6 | 86 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 98.3 | — | — | — | — | — | — | — | — | |
| ADClick-SegSupervision Level=weak2024.07 | 99.6 | 86.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 98.2 | — | — | — | — | — | — | — | — | |
| CPRSupervision=Pixel2023.06 | 99.6 | 86 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 98.3 | — | — | — | — | — | — | — | — | |
| WeakRESTSupervision=BBox2023.06 | 99.6 | 86.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 98.3 | — | — | — | — | — | — | — | — | |
| DualAnoDiffParadigm=Supervised, Category=pill2024.08 | 99.6 | 95.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MAGICImplementation=ours, Category=leather2025.07 | 99.6 | 82.2 | 74.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 100 | — | — | — | |
| MAGICImplementation=ours, Category=pill2025.07 | 99.6 | 90.2 | 82.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 99.6 | — | — | — | |
| SemiRESTSupervision Level=Supervised2024.07 | 99.5 | 84.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 98.1 | — | — | — | — | — | — | — | — | |
| SemiRESTSupervision Level=weak2024.07 | 99.5 | 83.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 98.1 | — | — | — | — | — | — | — | — | |
| DualAnoDiffParadigm=Supervised, Category=bottle2024.08 | 99.5 | 93.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MAGICImplementation=ours, Category=grid2025.07 | 99.5 | 59.3 | 59 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 99.9 | — | — | — | |
| MAGICImplementation=ours, Category=zipper2025.07 | 99.5 | 87.6 | 80.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 100 | — | — | — | |
| WeakRESTSupervision=Image2023.06 | 99.4 | 84.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 98 | — | — | — | — | — | — | — | — | |
| SemiRESTFPS (PyTorch)=82023.08 | 99.2 | 81.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 97.5 | — | — | — | — | — | — | — | — | |
| CPRFPS (PyTorch)=113, FPS (TensorRT)=1302023.08 | 99.2 | 82.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 99.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 97.8 | — | — | — | — | — | — | — | — | |
| CPR-fastFPS (PyTorch)=245, FPS (TensorRT)=3622023.08 | 99.2 | 82.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 99.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 97.7 | — | — | — | — | — | — | — | — | |
| BGADSupervision=Pixel2023.06 | 99.2 | 78.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 97.7 | — | — | — | — | — | — | — | — | |
| MAGICImplementation=ours, Category=Average2025.07 | 99.2 | 82 | 77.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 99.7 | — | — | — | |
| MAGICImplementation=ours, Category=screw2025.07 | 99.2 | 51.4 | 52.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 99.4 | — | — | — | |
| MAGICImplementation=ours, Category=toothbrush2025.07 | 99.2 | 71.2 | 74.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 100 | — | — | — | |
| AnomalyDiffusionDownstream Model=U-Net, Training Data=Generated2024.08 | 99.1 | 81.4 | 76.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DualAnoDiffDownstream Model=U-Net, Training Data=Generated2024.08 | 99.1 | 84.5 | 78.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DualAnoDiffParadigm=Supervised, Category=Average2024.08 | 99.1 | 84.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DualAnoDiffImplementation=paper values, Category=Average2025.07 | 99.1 | 84.5 | 78.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 99 | — | — | — | |
| MAGICImplementation=ours, Category=carpet2025.07 | 99.1 | 86.5 | 78.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 98.7 | — | — | — | |
| CPR-fasterFPS (PyTorch)=478, FPS (TensorRT)=10162023.08 | 99 | 80.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 99.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 97.3 | — | — | — | — | — | — | — | — | |
| PRNSupervision Level=Supervised2024.07 | 99 | 78.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 96.1 | — | — | — | — | — | — | — | — | |
| PRNSupervision=Pixel2023.06 | 99 | 78.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 96.1 | — | — | — | — | — | — | — | — | |
| AnoDiff*Object=bottle, Localization Network=UNet2025.03 | 99 | 94 | 87 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 94 | — | — | — | — | — | — | — | — | |
| AnoDiff‡Object=bottle, Localization Network=UNet2025.03 | 99 | 91 | 83 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 94 | — | — | — | — | — | — | — | — | |
| AnoDiff*Object=capsule, Localization Network=UNet2025.03 | 99 | 57 | 60 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 95 | — | — | — | — | — | — | — | — | |
| AnoDiff*Object=carpet, Localization Network=UNet2025.03 | 99 | 81 | 75 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 92 | — | — | — | — | — | — | — | — | |
| DefectFillObject=carpet, Localization Network=UNet2025.03 | 99 | 92 | 86 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 96 | — | — | — | — | — | — | — | — | |
| DFMGAN†Object=pill, Localization Network=UNet2025.03 | 99 | 89 | 86 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 91 | — | — | — | — | — | — | — | — | |
| DFMGAN†Object=tile, Localization Network=UNet2025.03 | 99 | 94 | 87 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 96 | — | — | — | — | — | — | — | — | |
| AnoDiff*Object=tile, Localization Network=UNet2025.03 | 99 | 94 | 86 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 96 | — | — | — | — | — | — | — | — | |
| AnoDiff‡Object=tile, Localization Network=UNet2025.03 | 99 | 95 | 87 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 97 | — | — | — | — | — | — | — | — | |
| AnoDiff*Object=toothbrush, Localization Network=UNet2025.03 | 99 | 77 | 73 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 91 | — | — | — | — | — | — | — | — | |
| AnoDiff‡Object=toothbrush, Localization Network=UNet2025.03 | 99 | 71 | 68 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 91 | — | — | — | — | — | — | — | — | |
| DefectFillObject=toothbrush, Localization Network=UNet2025.03 | 99 | 89 | 82 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 94 | — | — | — | — | — | — | — | — | |
| AnoDiff*Object=wood, Localization Network=UNet2025.03 | 99 | 85 | 75 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 94 | — | — | — | — | — | — | — | — | |
| DFMGAN†Object=zipper, Localization Network=UNet2025.03 | 99 | 82 | 76 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 95 | — | — | — | — | — | — | — | — | |
| AnoDiff*Object=zipper, Localization Network=UNet2025.03 | 99 | 86 | 79 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 96 | — | — | — | — | — | — | — | — | |
| PRNParadigm=Supervised, Category=Average2024.08 | 99 | 78.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MAGICImplementation=ours, Category=transistor2025.07 | 98.9 | 84.9 | 78.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 100 | — | — | — | |
| POUTAClass=avg2023.12 | 98.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 80.2 | — | — | — | — | — | — | — | — | |
| MSFlowCategory=Flow-based, From Scratch?=false2025.12 | 98.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MAGICImplementation=ours, Category=wood2025.07 | 98.8 | 85.1 | 77.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 99.6 | — | — | — | |
| OursCategory=Non-Diffusion Method, From Scratch?=true2025.12 | 98.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| GLADMethod Category=Reconstruction-based2024.06 | 98.6 | — | — | — | 98.5 | 99.6 | 99.8 | 98.7 | 98.4 | 98.9 | 98.1 | 98.5 | 99.5 | — | 97.9 | 99.1 | 99.4 | 96.2 | 97.9 | — | — | 98.6 | 98.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| GLADCategory=Diffusion+DINO, From Scratch?=false2025.12 | 98.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| INP-Formerevaluation protocol=multi-class2025.03 | 98.5 | 71 | 69.7 | 94.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| OursArchitecture=Full Proposed Method2022.10 | 98.5 | — | — | 95.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RSTDClass=avg2023.12 | 98.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DBPIClass=avg2023.12 | 98.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 77.3 | — | — | — | — | — | — | — | — | |
| Dinomalyevaluation protocol=multi-class2025.03 | 98.4 | 69.3 | 69.2 | 94.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DADFbackbone=Wide-ResNet502023.03 | 98.4 | — | — | 94.2 | 98.9 | 99.4 | 99.6 | 97.3 | 96.4 | 98.7 | 99 | 98.6 | 98.6 | 97.6 | 97.8 | 99.1 | 98.2 | 98.6 | 98.7 | — | — | — | — | — | — | 95.6 | 97.4 | 99.3 | 92 | 93.5 | 94.7 | 95 | 92 | 96.2 | 88.4 | 92.4 | 93.6 | 93.9 | 94.5 | 95 | — | — | — | — | — | — | — | — | — | |
| ReContrastClass=avg2023.12 | 98.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DeCo-DiffEvaluation Setting=multi-class2025.03 | 98.4 | 74.9 | 69.7 | 94.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DiffADMethod Category=Reconstruction-based2024.06 | 98.3 | — | — | — | 98.1 | 99.7 | 99.1 | 99.4 | 96.7 | 98.8 | 96.8 | 98.2 | 99.4 | — | 97.7 | 99 | 99.2 | 93.7 | 99 | — | — | 98.3 | 99.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CFAParadigm=Unsupervised, Category=Average2024.08 | 98.3 | 66.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RD4ADParadigm=Unsupervised, Category=Average2024.08 | 98.3 | 57.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DiffADCategory=Diffusion-based, From Scratch?=true2025.12 | 98.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MAGICImplementation=ours, Category=capsule2025.07 | 98.3 | 61.7 | 60.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 99.5 | — | — | — | |
| NFADFPS (PyTorch)=942023.08 | 98.2 | 62.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 97.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 95.2 | — | — | — | — | — | — | — | — | |
| FAIRBase width c=1282023.09 | 98.2 | — | — | 94 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DualAnoDiffParadigm=Supervised, Category=toothbrush2024.08 | 98.2 | 68.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CDOFPS (PyTorch)=92023.08 | 98.1 | 57.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 96.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 94.1 | — | — | — | — | — | — | — | — | |
| PatchCoreMethod Category=Embedding-based2024.06 | 98.1 | — | — | — | 99 | 98.7 | 99.3 | 95.6 | 95 | 98.6 | 98.4 | 98.8 | 98.7 | — | 97.4 | 99.4 | 98.7 | 96.3 | 98.8 | — | — | 98.1 | 98.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SimpleNetMethod Category=Embedding-based2024.06 | 98.1 | — | — | — | 98.2 | 98.8 | 99.2 | 97 | 94.5 | 98 | 97.6 | 98.9 | 97.9 | — | 98.6 | 99.3 | 98.5 | 97.6 | 98.9 | — | — | 98.1 | 98.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DDADMethod Category=Reconstruction-based2024.06 | 98.1 | — | — | — | 98.7 | 99.4 | 99.4 | 98.2 | 95 | 98.7 | 98.1 | 95.7 | 98.4 | — | 99.1 | 99.3 | 98.7 | 95.3 | 98.2 | — | — | 98.1 | 99 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PatchCoreCategory=Non-Diffusion Method, From Scratch?=false2025.12 | 98.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DualAnoDiffImplementation=pretrained weights, Category=Average2025.07 | 98.1 | 73.6 | 69.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 98 | — | — | — | |
| Ours (Discriminative)Architecture=Discriminative Network2022.10 | 98 | — | — | 93.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PatchCoreClass=avg2023.12 | 98 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 57 | — | — | — | — | — | — | — | — | |
| AnoDiff‡Object=capsule, Localization Network=UNet2025.03 | 98 | 41 | 44 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 84 | — | — | — | — | — | — | — | — | |
| DFMGAN†Object=toothbrush, Localization Network=UNet2025.03 | 98 | 60 | 61 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 89 | — | — | — | — | — | — | — | — | |
| AnomalyAgent2026.04 | 98 | 74.2 | 70.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — |