Anomaly Localization on ClinicDB
92AUROCAnomalyVFM
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| AnomalyVFMevaluation_mode=zero-shot, auxiliary_medical_data_training=false2026.01 | 92 | — | 57.6 | — | |
| WMoE-CLIPEvaluation Protocol=Zero-shot, Backbone=ViT-L-14-3362026.03 | 90.1 | 80.6 | — | 58.3 | |
| AACLIPevaluation_mode=zero-shot, auxiliary_medical_data_training=false2026.01 | 89.6 | — | 54.1 | — | |
| Bayes-PFLevaluation_mode=zero-shot, auxiliary_medical_data_training=false2026.01 | 89.6 | — | 51.7 | — | |
| AA-CLIPVenue=CVPR2025, Evaluation Protocol=Zero-shot, Backbone=ViT-L-14-3362026.03 | 89.5 | 79.7 | — | 56.5 | |
| Tipsomalyzero-shot=true2026.02 | 87.9 | 77.4 | 51.1 | — | |
| FB-CLIPZero-shot=true2026.03 | 87.2 | 73.5 | — | — | |
| AF-CLIPZero-shot=true2026.03 | 87.1 | 70 | — | — | |
| AA-CLIPZero-shot=true2026.03 | 86.3 | 67.1 | — | — | |
| AnomalyCLIPVenue=ICLR2024, Evaluation Protocol=Zero-shot, Backbone=ViT-L-14-3362026.03 | 85.9 | 69.6 | — | 42.2 | |
| CLIP-ADVenue=IJCAI2024, Evaluation Protocol=Zero-shot, Backbone=ViT-L-14-3362026.03 | 85.8 | 69.7 | — | 39 | |
| FAPromptZero-shot=true2026.03 | 84.7 | 70.1 | — | — | |
| AdaCLIPevaluation_mode=zero-shot, auxiliary_medical_data_training=true2026.01 | 84.4 | — | 58.2 | — | |
| Ada-CLIPVenue=ECCV2024, Evaluation Protocol=Zero-shot, Backbone=ViT-L-14-3362026.03 | 84.3 | 14.6 | — | 36 | |
| FAPromptevaluation_mode=zero-shot, auxiliary_medical_data_training=false2026.01 | 83.2 | — | 43.4 | — | |
| AnomalyCLIPzero-shot=true2026.02 | 82.9 | 67.8 | 42.1 | — | |
| AnomalyCLIPevaluation_mode=zero-shot, auxiliary_medical_data_training=false2026.01 | 82.9 | — | 42.4 | — | |
| AnomalyCLIPZero-shot=true2026.03 | 82.9 | 67.8 | — | — | |
| AdaCLIPzero-shot=true2026.02 | 82.8 | 66.4 | 40.9 | — | |
| AdaCLIPZero-shot=true2026.03 | 81.6 | 54 | — | — | |
| VANDzero-shot=true2026.02 | 80.5 | 60.7 | 38.7 | — | |
| VANDZero-shot=true2026.03 | 80.5 | 60.7 | — | — | |
| WinCLIPevaluation_mode=zero-shot, auxiliary_medical_data_training=false2026.01 | 74.3 | — | 30.7 | — | |
| WinCLIPVenue=CVPR2023, Evaluation Protocol=Zero-shot, Backbone=ViT-L-14-3362026.03 | 70.7 | 32.5 | — | 19.4 | |
| SAAevaluation_mode=zero-shot, auxiliary_medical_data_training=false2026.01 | 66.2 | — | 29.1 | — | |
| WinCLIPZero-shot=true2026.03 | 51.2 | 13.8 | — | — |