Anomaly Localization on ISIC
94.8AUROCAF-CLIP
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| AF-CLIPZero-shot=true2026.03 | 94.8 | — | — | — | 89.6 | |
| AACLIPevaluation_mode=zero-shot, auxiliary_medical_data_training=false2026.01 | 94.6 | — | 80.4 | — | — | |
| WMoE-CLIPEvaluation Protocol=Zero-shot, Backbone=ViT-L-14-3362026.03 | 94.2 | 89.2 | — | 87 | — | |
| Tipsomalyzero-shot=true2026.02 | 94 | 87 | 80.2 | — | — | |
| AA-CLIPZero-shot=true2026.03 | 93.9 | — | — | — | 87 | |
| FB-CLIPZero-shot=true2026.03 | 93.9 | — | — | — | 87.7 | |
| AA-CLIPVenue=CVPR2025, Evaluation Protocol=Zero-shot, Backbone=ViT-L-14-3362026.03 | 93.8 | 88.5 | — | 85.9 | — | |
| Bayes-PFLevaluation_mode=zero-shot, auxiliary_medical_data_training=false2026.01 | 92.3 | — | 76.8 | — | — | |
| FAPromptZero-shot=true2026.03 | 91.1 | — | — | — | 81.6 | |
| AnomalyVFMevaluation_mode=zero-shot, auxiliary_medical_data_training=false2026.01 | 90.8 | — | 74.4 | — | — | |
| AdaCLIPzero-shot=true2026.02 | 90.3 | 54.7 | 72.6 | — | — | |
| FAPromptevaluation_mode=zero-shot, auxiliary_medical_data_training=false2026.01 | 90.1 | — | 72 | — | — | |
| AnomalyCLIPzero-shot=true2026.02 | 89.7 | 78.4 | 70.6 | — | — | |
| AnomalyCLIPZero-shot=true2026.03 | 89.7 | — | — | — | 78.4 | |
| VANDzero-shot=true2026.02 | 89.5 | 77.8 | 71.5 | — | — | |
| AnomalyCLIPevaluation_mode=zero-shot, auxiliary_medical_data_training=false2026.01 | 89.4 | — | 71.6 | — | — | |
| VANDZero-shot=true2026.03 | 89.4 | — | — | — | 77.2 | |
| AdaCLIPevaluation_mode=zero-shot, auxiliary_medical_data_training=true2026.01 | 89.3 | — | 71.4 | — | — | |
| AdaCLIPZero-shot=true2026.03 | 89.3 | — | — | — | — | |
| AnomalyCLIPVenue=ICLR2024, Evaluation Protocol=Zero-shot, Backbone=ViT-L-14-3362026.03 | 88.4 | 78.1 | — | 74.4 | — | |
| Ada-CLIPVenue=ECCV2024, Evaluation Protocol=Zero-shot, Backbone=ViT-L-14-3362026.03 | 85.4 | 5.3 | — | 70.6 | — | |
| SAAevaluation_mode=zero-shot, auxiliary_medical_data_training=false2026.01 | 83.8 | — | 74.2 | — | — | |
| WinCLIPevaluation_mode=zero-shot, auxiliary_medical_data_training=false2026.01 | 83.3 | — | 64.1 | — | — | |
| WinCLIPVenue=CVPR2023, Evaluation Protocol=Zero-shot, Backbone=ViT-L-14-3362026.03 | 83.3 | 55.1 | — | 62.4 | — | |
| WinCLIPZero-shot=true2026.03 | 83.3 | — | — | — | 55.1 | |
| CLIP-ADVenue=IJCAI2024, Evaluation Protocol=Zero-shot, Backbone=ViT-L-14-3362026.03 | 81.6 | 29 | — | 65.5 | — |