Anomaly Segmentation on MVTec
0.9771AUROCPatchCore
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| PatchCore2024.10 | 0.9771 | 0.9115 | — | |
| UniADetLanguage-free=true, Few-shot=2-shot, Backbone=DINOv3 ViT-L/162026.01 | 0.977 | 0.675 | — | |
| ULSAD2024.10 | 0.9761 | 0.9167 | — | |
| UniADetLanguage-free=true, Few-shot=2-shot, Backbone=DINOv2-R ViT-L/162026.01 | 0.974 | 0.641 | — | |
| Reverse Distillation2024.10 | 0.9725 | 0.9312 | — | |
| CFLOW2024.10 | 0.9717 | 0.9014 | — | |
| PaDiM2024.10 | 0.9679 | 0.9117 | — | |
| FastFlow2024.10 | 0.9644 | 0.8879 | — | |
| EfficientAD2024.10 | 0.9629 | 0.9011 | — | |
| SPADE2020.10 | 0.962 | 0.921 | — | |
| UniADetLanguage-free=true, Few-shot=2-shot, Backbone=CLIP ViT-L/14@336px2026.01 | 0.959 | 0.57 | — | |
| InCtrlLanguage-free=false, Few-shot=2-shot2026.01 | 0.952 | 0.492 | — | |
| DFR2024.10 | 0.9493 | 0.8942 | — | |
| AdaptCLIPLanguage-free=false, Few-shot=2-shot2026.01 | 0.945 | 0.551 | — | |
| WinCLIP+Language-free=false, Few-shot=2-shot2026.01 | 0.938 | 0.395 | — | |
| AnomalyCLIP+Language-free=false, Few-shot=2-shot2026.01 | 0.929 | 0.415 | — | |
| GenCLIPZero-shot=true2025.04 | 0.927 | 0.881 | — | |
| AnomalyCLIPZero-shot=true2025.04 | 0.911 | 0.814 | — | |
| AdaCLIPStandard setting=true2025.04 | 0.902 | 0.409 | — | |
| CAVGA-Ru2020.10 | 0.89 | — | — | |
| AESSIM2020.10 | 0.87 | 0.694 | — | |
| WinCLIPZero-shot=true2025.04 | 0.851 | 0.646 | — | |
| AEL22020.10 | 0.82 | 0.79 | — | |
| CNN Dict2020.10 | 0.78 | 0.515 | — | |
| DRÆM2024.10 | 0.7501 | 0.4972 | — | |
| AnoGAN2020.10 | 0.74 | — | — | |
| CLIPZero-shot=true2025.04 | 0.384 | 0.113 | — | |
| CoOpZero-shot=true2025.04 | 0.333 | 0.067 | — | |
| CLIPsegZero-shot=true, Dedicated Method=false2026.04 | — | — | 0.346 | |
| DIVADZero-shot=true, Dedicated Method=true2026.04 | — | — | 0.733 | |
| FADEZero-shot=true, Dedicated Method=true2026.04 | — | — | 0.845 | |
| MaskCLIPZero-shot=true, Dedicated Method=false2026.04 | — | — | 0.405 | |
| SAM3Zero-shot=true, Dedicated Method=false2026.04 | — | — | 0.545 | |
| SteerViTZero-shot=true, Dedicated Method=false2026.04 | — | — | 0.821 | |
| Student2020.10 | — | 0.857 | — | |
| WinCLIPZero-shot=true, Dedicated Method=true2026.04 | — | — | 0.646 |