Anomaly Localization on TN3K
89AUROCAnomalyVFM
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| AnomalyVFMevaluation_mode=zero-shot, auxiliary_medical_data_training=false2026.01 | 89 | — | 55.6 | |
| Bayes-PFLevaluation_mode=zero-shot, auxiliary_medical_data_training=false2026.01 | 85.4 | — | 42.4 | |
| FAPromptZero-shot=true2026.03 | 84.7 | 54.6 | — | |
| FAPromptevaluation_mode=zero-shot, auxiliary_medical_data_training=false2026.01 | 84.4 | — | 49.2 | |
| Tipsomalyzero-shot=true2026.02 | 82.4 | 46 | 46.5 | |
| AnomalyCLIPzero-shot=true2026.02 | 81.5 | 50.4 | 47.9 | |
| AnomalyCLIPZero-shot=true2026.03 | 81.5 | 50.4 | — | |
| AnomalyCLIPevaluation_mode=zero-shot, auxiliary_medical_data_training=false2026.01 | 81.4 | — | 47.8 | |
| AACLIPevaluation_mode=zero-shot, auxiliary_medical_data_training=false2026.01 | 80.5 | — | 43 | |
| AF-CLIPZero-shot=true2026.03 | 80.5 | 45.8 | — | |
| FB-CLIPZero-shot=true2026.03 | 79 | 46.8 | — | |
| AdaCLIPevaluation_mode=zero-shot, auxiliary_medical_data_training=true2026.01 | 77.2 | — | 41.9 | |
| AdaCLIPZero-shot=true2026.03 | 77.2 | — | — | |
| AdaCLIPzero-shot=true2026.02 | 76.8 | 34 | 40.7 | |
| VANDzero-shot=true2026.02 | 73.6 | 37.8 | 35.6 | |
| VANDZero-shot=true2026.03 | 73.6 | 37.8 | — | |
| WinCLIPZero-shot=true2026.03 | 70.7 | 39.8 | — | |
| WinCLIPevaluation_mode=zero-shot, auxiliary_medical_data_training=false2026.01 | 67.2 | — | 30 | |
| SAAevaluation_mode=zero-shot, auxiliary_medical_data_training=false2026.01 | 66.8 | — | 32.6 |