Anomaly Detection on BrainMRI (AUROC, max-F1)
95.5AUROCFAPrompt
Evaluation results
| Method | Links | ||
|---|---|---|---|
| FAPromptevaluation_mode=zero-shot, auxiliary_medical_data_training=false2026.01 | 95.5 | 93.2 | |
| Bayes-PFLevaluation_mode=zero-shot, auxiliary_medical_data_training=false2026.01 | 95.2 | 94.4 | |
| AdaCLIPevaluation_mode=zero-shot, auxiliary_medical_data_training=true2026.01 | 94.8 | 91.2 | |
| AnomalyVFMevaluation_mode=zero-shot, auxiliary_medical_data_training=false2026.01 | 92.9 | 92.5 | |
| AnomalyCLIPevaluation_mode=zero-shot, auxiliary_medical_data_training=false2026.01 | 90 | 86.5 | |
| WinCLIPevaluation_mode=zero-shot, auxiliary_medical_data_training=false2026.01 | 89.9 | 86.9 | |
| AACLIPevaluation_mode=zero-shot, auxiliary_medical_data_training=false2026.01 | 80.2 | 91.5 | |
| SAAevaluation_mode=zero-shot, auxiliary_medical_data_training=false2026.01 | 34.4 | 76.7 |