Anomaly Segmentation on VisA
91.77AUPROReverse Distillation
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Reverse Distillation2024.10 | 91.77 | 98.68 | — | — | — | — | |
| DFR2024.10 | 91.72 | 97.9 | — | — | — | — | |
| GenCLIPZero-shot=true2025.04 | 89.3 | 95.3 | — | — | — | — | |
| ULSAD2024.10 | 87.12 | 98.24 | — | — | — | — | |
| AnomalyCLIPZero-shot=true2025.04 | 87 | 95.5 | — | — | — | — | |
| CFLOW2024.10 | 85.29 | 98.04 | — | — | — | — | |
| PatchCore2024.10 | 85.12 | 97.93 | — | — | — | — | |
| VMADSetting=Zero-shot, Evaluation=Cross-dataset2024.09 | 84.6 | — | — | — | 93.8 | — | |
| EfficientAD2024.10 | 84.45 | 97.51 | — | — | — | — | |
| AnomalyClipSetting=Zero-shot, Evaluation=Cross-dataset2024.09 | 84.2 | — | — | — | 87.1 | — | |
| BGADSetting=Zero-shot, Evaluation=Cross-dataset2024.09 | 82 | — | — | — | 88.6 | — | |
| VANDSetting=Zero-shot, Evaluation=Cross-dataset2024.09 | 81.9 | — | — | — | 90.7 | — | |
| FastFlow2024.10 | 81.7 | 97.32 | — | — | — | — | |
| AnomalyGPTSetting=Zero-shot, Evaluation=Cross-dataset2024.09 | 81.7 | — | — | — | 92.4 | — | |
| MyriadSetting=Zero-shot, Evaluation=Cross-dataset2024.09 | 81.3 | — | — | — | 90.5 | — | |
| PaDiM2024.10 | 80.8 | 97.09 | — | — | — | — | |
| WinClipSetting=Zero-shot, Evaluation=Cross-dataset2024.09 | 80.4 | — | — | — | 91.3 | — | |
| LISASetting=Zero-shot, Evaluation=Cross-dataset2024.09 | 77.8 | — | — | — | 85.2 | — | |
| AdaCLIPStandard setting=true2025.04 | 73 | 96 | — | — | — | — | |
| WinCLIPZero-shot=true2025.04 | 56.8 | 79.6 | — | — | — | — | |
| DRÆM2024.10 | 54.68 | 71.31 | — | — | — | — | |
| UniADetLanguage-free=true, Few-shot=2-shot, Backbone=DINOv3 ViT-L/162026.01 | 45.3 | 98.3 | — | — | — | — | |
| UniADetLanguage-free=true, Few-shot=2-shot, Backbone=DINOv2-R ViT-L/162026.01 | 44.2 | 98.4 | — | — | — | — | |
| AdaptCLIPLanguage-free=false, Few-shot=2-shot2026.01 | 40.7 | 97.1 | — | — | — | — | |
| UniADetLanguage-free=true, Few-shot=2-shot, Backbone=CLIP ViT-L/14@336px2026.01 | 35.8 | 97.8 | — | — | — | — | |
| AnomalyCLIP+Language-free=false, Few-shot=2-shot2026.01 | 26.2 | 96.7 | — | — | — | — | |
| InCtrlLanguage-free=false, Few-shot=2-shot2026.01 | 18.5 | 89.8 | — | — | — | — | |
| WinCLIP+Language-free=false, Few-shot=2-shot2026.01 | 17.2 | 95.1 | — | — | — | — | |
| CLIPZero-shot=true2025.04 | 14.8 | 46.6 | — | — | — | — | |
| CoOpZero-shot=true2025.04 | 3.8 | 24.2 | — | — | — | — | |
| AdaCLIPTraining Dataset=MVTec-AD2025.12 | — | — | — | — | 95 | — | |
| AdaCLIP2026.07 | — | — | — | — | 95 | — | |
| AnomalyCLIPVenue=ICLR 2024, Setting=Zero-shot2025.01 | — | 95.5 | — | — | — | — | |
| AnomalyCLIPTraining Dataset=MVTec-AD2025.12 | — | — | — | — | 95.5 | 87 | |
| AnomalyCLIP2026.07 | — | — | — | — | 95.5 | 87 | |
| April-GANVenue=CVPR 2023, Setting=Zero-shot2025.01 | — | 94.2 | — | — | — | — | |
| APRIL-GAN2026.07 | — | — | — | — | 94.2 | 86.8 | |
| AprilGANTraining Dataset=MVTec-AD2025.12 | — | — | — | — | 94.2 | 86.8 | |
| CLIPVenue=ICML 2021, Setting=Zero-shot2025.01 | — | 46.6 | — | — | — | — | |
| CLIP2026.07 | — | — | — | — | 46.6 | 14.8 | |
| CLIP-ACVenue=IMCL 2021, Setting=Zero-shot2025.01 | — | 47.8 | — | — | — | — | |
| CLIP-ACTraining Dataset=MVTec-AD2025.12 | — | — | — | — | 24.8 | 17.3 | |
| CLIP-ACMethod Variant=AC2026.07 | — | — | — | — | 47.8 | 17.3 | |
| ClipSegZero-shot=true2023.05 | — | — | 14.32 | 5.65 | — | — | |
| CoCoOpTraining Dataset=MVTec-AD2025.12 | — | — | — | — | 93.6 | — | |
| CoCoOp2026.07 | — | — | — | — | 93.6 | — | |
| CoOp2026.07 | — | — | — | — | 24.2 | 3.8 | |
| DAPOTraining Dataset=MVTec-AD2025.12 | — | — | — | — | 94.3 | 84 | |
| FiLo2026.07 | — | — | — | — | 95.9 | — | |
| GenAUModel Scale=0.5b2026.07 | — | — | — | — | 91.7 | 83.2 | |
| GenAUModel Scale=7b2026.07 | — | — | — | — | 94.7 | 88.2 | |
| KAnoCLIPBackbone=ViT-L/14@336px, Setting=Zero-shot2025.01 | — | 97.7 | — | — | — | — | |
| MultiADSTraining Dataset=MVTec-AD2025.12 | — | — | — | — | 95 | 89.7 | |
| MultiADS2026.07 | — | — | — | — | 95 | 89.7 | |
| MultiADS-FMethod Variant=F2026.07 | — | — | — | — | 94.5 | 87.4 | |
| MVFA-ADVenue=CVPR 2024, Setting=Zero-shot2025.01 | — | 94.8 | — | — | — | — | |
| SAAZero-shot=true2023.05 | — | — | 12.76 | 4.83 | — | — | |
| SAA+Zero-shot=true2023.05 | — | — | 27.07 | 14.46 | — | — | |
| UTADZero-shot=true2023.05 | — | — | 6.95 | 5.32 | — | — | |
| WinClipZero-shot=true2023.05 | — | — | 14.82 | — | — | — | |
| WinCLIPVenue=CVPR 2023, Setting=Zero-shot2025.01 | — | 79.6 | — | — | — | — | |
| WinCLIPTraining Dataset=MVTec-AD2025.12 | — | — | — | — | 79.6 | 56.8 | |
| WinCLIP2026.07 | — | — | — | — | 79.6 | 56.8 |