Anomaly Localization on DAGM
99.5AUROCWMoE-CLIP
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| WMoE-CLIPEvaluation Protocol=Zero-shot, Backbone=ViT-L-14-3362026.03 | 99.5 | — | — | 98.2 | 47.6 | |
| AnomalyVFMsetting=zero-shot2026.01 | 99.4 | — | 61.3 | — | — | |
| AnomalyCLIPVenue=ICLR2024, Evaluation Protocol=Zero-shot, Backbone=ViT-L-14-3362026.03 | 99.1 | — | — | 93.6 | 29.5 | |
| CLIP-ADVenue=IJCAI2024, Evaluation Protocol=Zero-shot, Backbone=ViT-L-14-3362026.03 | 99 | — | — | 83.1 | 40.7 | |
| FAPromptsetting=zero-shot2026.01 | 98.6 | — | 60.2 | — | — | |
| FAPromptZero-shot=true2026.03 | 98.2 | — | — | 95 | — | |
| FB-CLIPZero-shot=true2026.03 | 97.3 | — | — | 94.1 | — | |
| Tipsomalyzero-shot=true2026.02 | 97.2 | 94.3 | 65.3 | — | — | |
| AF-CLIPZero-shot=true2026.03 | 97.1 | — | — | 93.1 | — | |
| Ada-CLIPVenue=ECCV2024, Evaluation Protocol=Zero-shot, Backbone=ViT-L-14-3362026.03 | 97 | — | — | 40.9 | 44.2 | |
| AA-CLIPVenue=CVPR2025, Evaluation Protocol=Zero-shot, Backbone=ViT-L-14-3362026.03 | 96.3 | — | — | 31.4 | 45.9 | |
| AACLIPsetting=zero-shot2026.01 | 96.2 | — | 53.3 | — | — | |
| Bayes-PFLsetting=zero-shot2026.01 | 95.9 | — | 49.8 | — | — | |
| AnomalyCLIPzero-shot=true2026.02 | 95.6 | 91 | 58.9 | — | — | |
| AnomalyCLIPsetting=zero-shot2026.01 | 95.6 | — | 58.9 | — | — | |
| AnomalyCLIPZero-shot=true2026.03 | 95.6 | — | — | 91 | — | |
| AdaCLIPZero-shot=true2026.03 | 94.5 | — | — | 53.8 | — | |
| AA-CLIPZero-shot=true2026.03 | 91.6 | — | — | 76.5 | — | |
| AdaCLIPzero-shot=true2026.02 | 91.5 | 50.6 | 57.5 | — | — | |
| SAAsetting=zero-shot2026.01 | 91.5 | — | 57.5 | — | — | |
| WinCLIPsetting=zero-shot2026.01 | 91.5 | — | 57.5 | — | — | |
| AdaCLIPsetting=zero-shot2026.01 | 91.5 | — | 57.5 | — | — | |
| WinCLIPZero-shot=true2026.03 | 87.6 | — | — | 65.7 | — | |
| WinCLIPVenue=CVPR2023, Evaluation Protocol=Zero-shot, Backbone=ViT-L-14-3362026.03 | 83.2 | — | — | 55.4 | 3.1 | |
| VANDzero-shot=true2026.02 | 82.4 | 66.2 | 57.9 | — | — | |
| VANDZero-shot=true2026.03 | 82.4 | — | — | 66.2 | — |