Anomaly Detection on DAGM (AUROC, F1-Max, AP)
99AUROCFB-CLIP
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| FB-CLIPZero-shot=true2026.03 | 99 | — | 96.5 | |
| FAPromptZero-shot=true2026.03 | 98.8 | — | 95.3 | |
| AF-CLIPZero-shot=true2026.03 | 98.7 | — | 94.6 | |
| AdaCLIPZero-shot=true2026.03 | 98.3 | — | 93.7 | |
| AnomalyCLIPZero-shot=true2026.03 | 97.5 | — | 92.3 | |
| WMoE-CLIPEvaluation Protocol=Zero-shot, Backbone=ViT-L-14-3362026.03 | 96.7 | 93.4 | 95.9 | |
| Ada-CLIPVenue=ECCV2024, Evaluation Protocol=Zero-shot, Backbone=ViT-L-14-3362026.03 | 96.5 | 94.1 | 95.7 | |
| AnomalyCLIPVenue=ICLR2024, Evaluation Protocol=Zero-shot, Backbone=ViT-L-14-3362026.03 | 95.6 | 93.2 | 94.6 | |
| VANDZero-shot=true2026.03 | 94.4 | — | 83.8 | |
| AA-CLIPVenue=CVPR2025, Evaluation Protocol=Zero-shot, Backbone=ViT-L-14-3362026.03 | 94.3 | 81.7 | 84.2 | |
| AA-CLIPZero-shot=true2026.03 | 93.9 | — | 84.5 | |
| WinCLIPZero-shot=true2026.03 | 91.8 | — | 79.5 | |
| CLIP-ADVenue=IJCAI2024, Evaluation Protocol=Zero-shot, Backbone=ViT-L-14-3362026.03 | 90.8 | 88.4 | 90.5 | |
| WinCLIPVenue=CVPR2023, Evaluation Protocol=Zero-shot, Backbone=ViT-L-14-3362026.03 | 89.6 | 86.4 | 90.4 |