Anomaly Detection on BTAD (AUROC, AP, F1-max)
96AUROCAnomalyVFM
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| AnomalyVFMsetting=zero-shot2026.01 | 96 | — | 91 | |
| RAIDEvaluation Scenario=Full-shot, Paradigm=one-model-for-all-classes2026.02 | 95.2 | 96.3 | 93 | |
| Tipsomalyzero-shot=true2026.02 | 95 | 95.5 | 91.4 | |
| AACLIPsetting=zero-shot2026.01 | 94.8 | — | 93.7 | |
| UniADEvaluation Scenario=Full-shot, Paradigm=one-model-for-all-classes2026.02 | 94.5 | 98.4 | 94.9 | |
| AF-CLIPZero-shot=true2026.03 | 94.3 | 95.2 | — | |
| SimpleNetEvaluation Scenario=Full-shot, Paradigm=one-model-for-all-classes2026.02 | 94 | 97.9 | 93.9 | |
| ViTADEvaluation Scenario=Full-shot, Paradigm=one-model-for-all-classes2026.02 | 94 | 97 | 93.7 | |
| AA-CLIPVenue=CVPR2025, Evaluation Protocol=Zero-shot, Backbone=ViT-L-14-3362026.03 | 93.8 | 97.1 | 92.8 | |
| AA-CLIPZero-shot=true2026.03 | 93.8 | 97.9 | — | |
| CoPSPrompting Category=Prompt Learning, Backbone=CLIP (ViT-L/14@336px), Resolution=518 x 518, Setting=Zero-Shot Anomaly Detection2025.08 | 93.6 | 94.9 | — | |
| Costfilter-ADEvaluation Scenario=Full-shot, Paradigm=one-model-for-all-classes2026.02 | 93.3 | 98.6 | 96 | |
| Bayes-PFLsetting=zero-shot2026.01 | 93.2 | — | 91.9 | |
| FB-CLIPZero-shot=true2026.03 | 93.2 | 96.4 | — | |
| MambaADEvaluation Scenario=Full-shot, Paradigm=one-model-for-all-classes2026.02 | 92.9 | 96.2 | 93 | |
| WMoE-CLIPEvaluation Protocol=Zero-shot, Backbone=ViT-L-14-3362026.03 | 92.6 | 97.8 | 95 | |
| AdaCLIPZero-shot=true2026.03 | 92.4 | 96.2 | — | |
| FAPromptPrompting Category=Prompt Learning, Backbone=CLIP (ViT-L/14@336px), Resolution=518 x 518, Setting=Zero-Shot Anomaly Detection2025.08 | 92.3 | 90.1 | — | |
| FAPromptZero-shot=true2026.03 | 92.2 | 92.5 | — | |
| Ada-CLIPVenue=ECCV2024, Evaluation Protocol=Zero-shot, Backbone=ViT-L-14-3362026.03 | 91.6 | 92.4 | 88.9 | |
| AdaCLIPPrompting Category=Prompt Design, Backbone=CLIP (ViT-L/14@336px), Resolution=518 x 518, Setting=Zero-Shot Anomaly Detection2025.08 | 91.6 | 92.4 | — | |
| Hvq-TransEvaluation Scenario=Full-shot, Paradigm=one-model-for-all-classes2026.02 | 90.9 | 97.8 | 94.8 | |
| FAPromptsetting=zero-shot2026.01 | 90.7 | — | 88.1 | |
| DiADEvaluation Scenario=Full-shot, Paradigm=one-model-for-all-classes2026.02 | 90.2 | 88.3 | 92.6 | |
| AnomalyCLIPVenue=ICLR2024, Evaluation Protocol=Zero-shot, Backbone=ViT-L-14-3362026.03 | 89.1 | 91.1 | 86 | |
| AnomalyCLIPPrompting Category=Prompt Learning, Backbone=CLIP (ViT-L/14@336px), Resolution=518 x 518, Setting=Zero-Shot Anomaly Detection2025.08 | 89.1 | 91.1 | — | |
| AdaCLIPzero-shot=true2026.02 | 88.6 | 93.8 | 88.2 | |
| AdaCLIPsetting=zero-shot2026.01 | 88.6 | — | 88.2 | |
| AnomalyCLIPzero-shot=true2026.02 | 88.3 | 87.3 | 83.8 | |
| AnomalyCLIPZero-shot=true2026.03 | 88.3 | 87.3 | — | |
| AnomalyCLIPsetting=zero-shot2026.01 | 88.2 | — | 83.8 | |
| CLIP-ADVenue=IJCAI2024, Evaluation Protocol=Zero-shot, Backbone=ViT-L-14-3362026.03 | 85.8 | 85.2 | 81.7 | |
| CLIP-ADPrompting Category=Prompt Design, Backbone=CLIP (ViT-L/14@336px), Resolution=518 x 518, Setting=Zero-Shot Anomaly Detection2025.08 | 85.8 | 85.2 | — | |
| WinCLIPVenue=CVPR2023, Evaluation Protocol=Zero-shot, Backbone=ViT-L-14-3362026.03 | 83.3 | 84.1 | 81 | |
| WinCLIPPrompting Category=Prompt Design, Backbone=CLIP (ViT-L/14@336px), Resolution=518 x 518, Setting=Zero-Shot Anomaly Detection2025.08 | 83.3 | 84.1 | — | |
| APRIL-GANPrompting Category=Prompt Design, Backbone=CLIP (ViT-L/14@336px), Resolution=518 x 518, Setting=Zero-Shot Anomaly Detection2025.08 | 74.2 | 71.7 | — | |
| VANDzero-shot=true2026.02 | 73.6 | 68.6 | 82 | |
| VANDZero-shot=true2026.03 | 73.5 | 68.6 | — | |
| WinCLIPsetting=zero-shot2026.01 | 68.2 | — | 67.8 | |
| WinCLIPZero-shot=true2026.03 | 68.2 | 70.9 | — | |
| SAAsetting=zero-shot2026.01 | 59 | — | 89.7 |