Anomaly Localization on Kvasir
95AUROCAdaCLIP
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| AdaCLIPevaluation_mode=zero-shot, auxiliary_medical_data_training=true2026.01 | 95 | 77.1 | — | — | |
| AnomalyVFMevaluation_mode=zero-shot, auxiliary_medical_data_training=false2026.01 | 90.6 | 63.2 | — | — | |
| WMoE-CLIPEvaluation Protocol=Zero-shot, Backbone=ViT-L-14-3362026.03 | 88.2 | — | 62.2 | 62.3 | |
| AA-CLIPVenue=CVPR2025, Evaluation Protocol=Zero-shot, Backbone=ViT-L-14-3362026.03 | 87.6 | — | 60.9 | 57.2 | |
| AACLIPevaluation_mode=zero-shot, auxiliary_medical_data_training=false2026.01 | 87.3 | 57.3 | — | — | |
| SAAevaluation_mode=zero-shot, auxiliary_medical_data_training=false2026.01 | 86.2 | 65.9 | — | — | |
| Bayes-PFLevaluation_mode=zero-shot, auxiliary_medical_data_training=false2026.01 | 85.3 | 54.8 | — | — | |
| FB-CLIPZero-shot=true2026.03 | 85 | — | 47.8 | — | |
| AF-CLIPZero-shot=true2026.03 | 84.5 | — | 57.5 | — | |
| AA-CLIPZero-shot=true2026.03 | 84 | — | 50.3 | — | |
| CLIP-ADVenue=IJCAI2024, Evaluation Protocol=Zero-shot, Backbone=ViT-L-14-3362026.03 | 82.5 | — | 48.1 | 46.2 | |
| FAPromptZero-shot=true2026.03 | 82.1 | — | 49.9 | — | |
| AnomalyCLIPVenue=ICLR2024, Evaluation Protocol=Zero-shot, Backbone=ViT-L-14-3362026.03 | 81.8 | — | 53.8 | 42.5 | |
| FAPromptevaluation_mode=zero-shot, auxiliary_medical_data_training=false2026.01 | 81.6 | 48.8 | — | — | |
| Ada-CLIPVenue=ECCV2024, Evaluation Protocol=Zero-shot, Backbone=ViT-L-14-3362026.03 | 79.4 | — | 12.3 | 43.8 | |
| AnomalyCLIPevaluation_mode=zero-shot, auxiliary_medical_data_training=false2026.01 | 79 | 46.2 | — | — | |
| AnomalyCLIPZero-shot=true2026.03 | 78.9 | — | 45.6 | — | |
| AdaCLIPZero-shot=true2026.03 | 77.5 | — | 41.3 | — | |
| VANDZero-shot=true2026.03 | 75 | — | 36.2 | — | |
| WinCLIPVenue=CVPR2023, Evaluation Protocol=Zero-shot, Backbone=ViT-L-14-3362026.03 | 69.8 | — | 31 | 27.5 | |
| WinCLIPZero-shot=true2026.03 | 69.7 | — | 24.5 | — | |
| WinCLIPevaluation_mode=zero-shot, auxiliary_medical_data_training=false2026.01 | 38.6 | 27 | — | — |