Anomaly Segmentation on MVTec AD
0.9906AUROC (Pixelwise)PNI (w/ refine)
Evaluation results
| Method | Links | ||||||||||||||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| PNI (w/ refine)Backbone=WRN-101 & RNext-101 & DenseN-201, Image size=480×4802023.05 | 0.9906 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MIRAGECategory=Carpet, Architecture=U-Net2026.03 | 0.99 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 82 | — | — | — | — | — | — | |
| MIRAGECategory=Hazelnut, Architecture=U-Net2026.03 | 0.99 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 92 | — | — | — | — | — | — | |
| GLASSCategory=Leather, Architecture=U-Net2026.03 | 0.99 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 99 | — | — | — | — | — | — | |
| GLASSCategory=Tile, Architecture=U-Net2026.03 | 0.99 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 100 | — | — | — | — | — | — | |
| ReConPatchBackbone=WRN-101 & RNext-101 & DenseN-201, Image size=480×4802023.05 | 0.9867 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| THRBackbone=Dinomaly, TTT Method=THR [52]2026.06 | 0.984 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 33.5 | — | — | 46.4 | 0.948 | 0.996 | 0.532 | 0.686 | |
| TTT4ASBackbone=Dinomaly, TTT Method=TTT4AS [78]2026.06 | 0.984 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 29.1 | — | — | 41.9 | 0.948 | 0.996 | 0.458 | 0.645 | |
| TopoTTABackbone=Dinomaly, TTT Method=TopoTTA2026.06 | 0.984 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 41.1 | — | — | 55 | 0.948 | 0.996 | 0.583 | 0.736 | |
| ReConPatchBackbone=WRN-101 & RNext-101 & DenseN-201, Image size=320×3202023.05 | 0.9836 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PatchCoreBackbone=WRN-101 & RNext-101 & DenseN-201, Image size=320×3202023.05 | 0.982 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PatchCoreCoreset subsampling rate=25%2021.06 | 0.981 | — | — | — | — | 0.019 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PatchCoreCoreset subsampling rate=10%2021.06 | 0.981 | — | — | — | — | 0.019 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| THRBackbone=PatchCore, TTT Method=THR [93]2026.06 | 0.981 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 29.9 | — | — | 13.6 | 0.934 | 0.991 | 0.351 | 0.307 | |
| TTT4ASBackbone=PatchCore, TTT Method=TTT4AS [78]2026.06 | 0.981 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 29.3 | — | — | 38.2 | 0.934 | 0.991 | 0.388 | 0.648 | |
| TopoTTABackbone=PatchCore, TTT Method=TopoTTA2026.06 | 0.981 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 42.5 | — | — | 55.3 | 0.934 | 0.991 | 0.508 | 0.851 | |
| PatchCoreCoreset subsampling rate=1%2021.06 | 0.98 | — | — | — | — | 0.02 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| GLASSCategory=Carpet, Architecture=U-Net2026.03 | 0.98 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 56 | — | — | — | — | — | — | |
| GLASSCategory=Grid, Architecture=U-Net2026.03 | 0.98 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 93 | — | — | — | — | — | — | |
| MIRAGECategory=Tile, Architecture=U-Net2026.03 | 0.98 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 93 | — | — | — | — | — | — | |
| PaDiM2021.06 | 0.975 | — | — | — | — | 0.025 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| THRBackbone=PaDiM, TTT Method=THR [38]2026.06 | 0.975 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 29.7 | — | — | 35.4 | 0.921 | 0.979 | 0.387 | 0.507 | |
| TTT4ASBackbone=PaDiM, TTT Method=TTT4AS [78]2026.06 | 0.975 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 27.4 | — | — | 31.8 | 0.921 | 0.979 | 0.33 | 0.58 | |
| TopoTTABackbone=PaDiM, TTT Method=TopoTTA2026.06 | 0.975 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 31.7 | — | — | 42.5 | 0.921 | 0.979 | 0.452 | 0.739 | |
| AnomAnyCategory=Leather, Architecture=U-Net2026.03 | 0.97 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 86 | — | — | — | — | — | — | |
| RealNetCategory=Pill, Architecture=U-Net2026.03 | 0.97 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 94 | — | — | — | — | — | — | |
| VMADSetting=Zero-shot, Evaluation=Cross-dataset2024.09 | 0.961 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 91.2 | — | — | — | |
| SPADE2021.06 | 0.96 | — | — | — | — | 0.04 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| AnomAnyCategory=Hazelnut, Architecture=U-Net2026.03 | 0.96 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 81 | — | — | — | — | — | — | |
| MIRAGECategory=Leather, Architecture=U-Net2026.03 | 0.96 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 93 | — | — | — | — | — | — | |
| RealNetCategory=Leather, Architecture=U-Net2026.03 | 0.96 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 98 | — | — | — | — | — | — | |
| MIRAGECategory=Metal Nut, Architecture=U-Net2026.03 | 0.96 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 96 | — | — | — | — | — | — | |
| MIRAGECategory=Toothbrush, Architecture=U-Net2026.03 | 0.96 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 87 | — | — | — | — | — | — | |
| PatchSVDD2021.06 | 0.957 | — | — | — | — | 0.043 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MIRAGECategory=Screw, Architecture=U-Net2026.03 | 0.95 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 96 | — | — | — | — | — | — | |
| RealNetCategory=Tile, Architecture=U-Net2026.03 | 0.95 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 98 | — | — | — | — | — | — | |
| GLASSCategory=Zipper, Architecture=U-Net2026.03 | 0.95 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 88 | — | — | — | — | — | — | |
| AnomalyClipSetting=Zero-shot, Evaluation=Cross-dataset2024.09 | 0.947 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 86.2 | — | — | — | |
| KAnoCLIPBackbone=ViT-L/14@336px, Setting=Zero-shot2025.01 | 0.943 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| GLASSCategory=Screw, Architecture=U-Net2026.03 | 0.94 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 10 | — | — | — | — | — | — | |
| AnomAnyCategory=Tile, Architecture=U-Net2026.03 | 0.94 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 87 | — | — | — | — | — | — | |
| AnomalyGPTSetting=Zero-shot, Evaluation=Cross-dataset2024.09 | 0.939 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 86.2 | — | — | — | |
| WinClipSetting=Zero-shot, Evaluation=Cross-dataset2024.09 | 0.934 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 89.5 | — | — | — | |
| MRAD-CLIPTraining setting=Training-based2026.01 | 0.93 | — | — | 0.868 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MIRAGECategory=Capsule, Architecture=U-Net2026.03 | 0.93 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 45 | — | — | — | — | — | — | |
| GLASSCategory=Pill, Architecture=U-Net2026.03 | 0.93 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 85 | — | — | — | — | — | — | |
| VANDSetting=Zero-shot, Evaluation=Cross-dataset2024.09 | 0.925 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 88.2 | — | — | — | |
| MyriadSetting=Zero-shot, Evaluation=Cross-dataset2024.09 | 0.923 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 87.9 | — | — | — | |
| MRAD-FTTraining setting=Training-based2026.01 | 0.922 | — | — | 0.854 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MIRAGECategory=Bottle, Architecture=U-Net2026.03 | 0.92 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 93 | — | — | — | — | — | — | |
| GLASSCategory=Hazelnut, Architecture=U-Net2026.03 | 0.92 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 73 | — | — | — | — | — | — | |
| MIRAGECategory=Mean, Architecture=U-Net2026.03 | 0.92 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 81 | — | — | — | — | — | — | |
| Bayes-PFLZero-shot=true, GPU cost (GB)=3.3, Time (ms)=388.52025.03 | 0.918 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 48.3 | — | — | — | — | — | — | — | — | — | |
| LISASetting=Zero-shot, Evaluation=Cross-dataset2024.09 | 0.916 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 82.2 | — | — | — | |
| BGADSetting=Zero-shot, Evaluation=Cross-dataset2024.09 | 0.913 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 87.3 | — | — | — | |
| AnomalyCLIPVenue=ICLR 2024, Setting=Zero-shot2025.01 | 0.911 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| AnomalyCLIPZero-shot=true, GPU cost (GB)=2.7, Time (ms)=131.22025.03 | 0.911 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 34.5 | — | — | — | — | — | — | — | — | — | |
| AnomalyCLIPTraining setting=Training-based2026.01 | 0.911 | — | — | 0.814 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RealNetCategory=Bottle, Architecture=U-Net2026.03 | 0.91 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 92 | — | — | — | — | — | — | |
| RealNetCategory=Screw, Architecture=U-Net2026.03 | 0.91 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 95 | — | — | — | — | — | — | |
| GLASSCategory=Wood, Architecture=U-Net2026.03 | 0.91 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 93 | — | — | — | — | — | — | |
| FAPromptTraining setting=Training-based2026.01 | 0.906 | — | — | 0.833 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| AnomAnyCategory=Carpet, Architecture=U-Net2026.03 | 0.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 39 | — | — | — | — | — | — | |
| MIRAGECategory=Grid, Architecture=U-Net2026.03 | 0.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 54 | — | — | — | — | — | — | |
| RealNetCategory=Hazelnut, Architecture=U-Net2026.03 | 0.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 83 | — | — | — | — | — | — | |
| CLIP-ADZero-shot=true, GPU cost (GB)=3.4, Time (ms)=115.22025.03 | 0.898 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 40 | — | — | — | — | — | — | — | — | — | |
| MVFA-ADVenue=CVPR 2024, Setting=Zero-shot2025.01 | 0.893 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CAVGA-RW2021.06 | 0.89 | — | — | — | — | 0.11 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| AnomAnyCategory=Capsule, Architecture=U-Net2026.03 | 0.89 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 57 | — | — | — | — | — | — | |
| MIRAGECategory=Pill, Architecture=U-Net2026.03 | 0.89 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 85 | — | — | — | — | — | — | |
| AnomAnyCategory=Screw, Architecture=U-Net2026.03 | 0.89 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 10 | — | — | — | — | — | — | |
| MIRAGECategory=Zipper, Architecture=U-Net2026.03 | 0.89 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 47 | — | — | — | — | — | — | |
| GLASSCategory=Mean, Architecture=U-Net2026.03 | 0.89 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 76 | — | — | — | — | — | — | |
| gamma-VAE + grad.2021.06 | 0.888 | — | — | — | — | 0.112 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RealNetCategory=Capsule, Architecture=U-Net2026.03 | 0.88 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 49 | — | — | — | — | — | — | |
| RealNetCategory=Wood, Architecture=U-Net2026.03 | 0.88 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 98 | — | — | — | — | — | — | |
| April-GANVenue=CVPR 2023, Setting=Zero-shot2025.01 | 0.876 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| APRIL-GANZero-shot=true, GPU cost (GB)=3.3, Time (ms)=105.02025.03 | 0.876 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 40.8 | — | — | — | — | — | — | — | — | — | |
| AE_SSIM2021.06 | 0.87 | — | — | — | — | 0.13 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| GLASSCategory=Capsule, Architecture=U-Net2026.03 | 0.87 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 43 | — | — | — | — | — | — | |
| AnomAnyCategory=Pill, Architecture=U-Net2026.03 | 0.87 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 85 | — | — | — | — | — | — | |
| GLASSCategory=Toothbrush, Architecture=U-Net2026.03 | 0.87 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 79 | — | — | — | — | — | — | |
| AdaCLIPZero-shot=true, GPU cost (GB)=3.3, Time (ms)=183.42025.03 | 0.868 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 38.1 | — | — | — | — | — | — | — | — | — | |
| AdaCLIPTraining setting=Training-based2026.01 | 0.868 | — | — | 0.338 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MRAD-TFTraining setting=Train-free2026.01 | 0.867 | — | — | 0.635 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MIRAGECategory=Cable, Architecture=U-Net2026.03 | 0.86 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 71 | — | — | — | — | — | — | |
| RealNetCategory=Carpet, Architecture=U-Net2026.03 | 0.86 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 45 | — | — | — | — | — | — | |
| MIRAGECategory=Wood, Architecture=U-Net2026.03 | 0.86 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 95 | — | — | — | — | — | — | |
| AnomAnyCategory=Wood, Architecture=U-Net2026.03 | 0.86 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 95 | — | — | — | — | — | — | |
| RealNetCategory=Zipper, Architecture=U-Net2026.03 | 0.86 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 99 | — | — | — | — | — | — | |
| WinCLIPVenue=CVPR 2023, Setting=Zero-shot2025.01 | 0.851 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| WinCLIPZero-shot=true, GPU cost (GB)=2.0, Time (ms)=840.02025.03 | 0.851 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 18 | — | — | — | — | — | — | — | — | — | |
| WinCLIPTraining setting=Train-free2026.01 | 0.851 | — | — | 0.646 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| AnomAnyCategory=Bottle, Architecture=U-Net2026.03 | 0.85 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 78 | — | — | — | — | — | — | |
| RealNetCategory=Toothbrush, Architecture=U-Net2026.03 | 0.85 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 58 | — | — | — | — | — | — | |
| AnomAnyCategory=Toothbrush, Architecture=U-Net2026.03 | 0.85 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 65 | — | — | — | — | — | — | |
| AnomAnyCategory=Mean, Architecture=U-Net2026.03 | 0.85 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 65 | — | — | — | — | — | — | |
| AnomAnyCategory=Zipper, Architecture=U-Net2026.03 | 0.84 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 71 | — | — | — | — | — | — | |
| RealNetCategory=Mean, Architecture=U-Net2026.03 | 0.84 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 78 | — | — | — | — | — | — | |
| GLASSCategory=Bottle, Architecture=U-Net2026.03 | 0.83 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 91 | — | — | — | — | — | — |