Anomaly Localization on Endo (AUROC, PRO, AP)
91AUROCWMoE-CLIP
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| WMoE-CLIPEvaluation Protocol=Zero-shot, Backbone=ViT-L-14-3362026.03 | 91 | 78.9 | 65 | |
| AA-CLIPVenue=CVPR2025, Evaluation Protocol=Zero-shot, Backbone=ViT-L-14-3362026.03 | 90.2 | 77 | 60.7 | |
| AF-CLIPZero-shot=true2026.03 | 88.3 | 70.3 | — | |
| FB-CLIPZero-shot=true2026.03 | 87.6 | 70.4 | — | |
| FAPromptZero-shot=true2026.03 | 86.8 | 67.6 | — | |
| AnomalyCLIPVenue=ICLR2024, Evaluation Protocol=Zero-shot, Backbone=ViT-L-14-3362026.03 | 86.3 | 67.3 | 50.4 | |
| CLIP-ADVenue=IJCAI2024, Evaluation Protocol=Zero-shot, Backbone=ViT-L-14-3362026.03 | 85.6 | 57 | 51.7 | |
| AnomalyCLIPZero-shot=true2026.03 | 84.1 | 63.6 | — | |
| Ada-CLIPVenue=ECCV2024, Evaluation Protocol=Zero-shot, Backbone=ViT-L-14-3362026.03 | 84 | 10.5 | 44.8 | |
| VANDZero-shot=true2026.03 | 81.9 | 54.9 | — | |
| WinCLIPVenue=CVPR2023, Evaluation Protocol=Zero-shot, Backbone=ViT-L-14-3362026.03 | 68.2 | 28.3 | 23.8 | |
| WinCLIPZero-shot=true2026.03 | 68.2 | 28.3 | — |