Anomaly Detection on BrainMRI (Img-AUC, Px-AUC)
86.9Img-AUCFiLo++
Evaluation results
| Method | Links | ||
|---|---|---|---|
| FiLo++Setup=4-shot2025.01 | 86.9 | 96.4 | |
| FiLo++Setup=2-shot2025.01 | 86.7 | 96.3 | |
| FiLo++Setup=1-shot2025.01 | 86.6 | 96.3 | |
| PatchCoreSetup=4-shot2025.01 | 75.6 | 91.4 | |
| AnomalyGPTSetup=4-shot2025.01 | 74.6 | 95.4 | |
| MedCLIPSetup=4-shot2025.01 | 73.7 | 91.5 | |
| AnomalyGPTSetup=2-shot2025.01 | 73.4 | 95.3 | |
| PatchCoreSetup=1-shot2025.01 | 73.2 | 96 | |
| AnomalyGPTSetup=1-shot2025.01 | 73.1 | 96 | |
| MedCLIPSetup=2-shot2025.01 | 69.8 | 91.8 | |
| MedCLIPSetup=1-shot2025.01 | 69.7 | 91.7 | |
| PatchCoreSetup=2-shot2025.01 | 60.4 | 94.2 | |
| WinCLIPSetup=4-shot2025.01 | 58.3 | 86.6 | |
| WinCLIPSetup=1-shot2025.01 | 55.4 | 86.6 | |
| WinCLIPSetup=2-shot2025.01 | 55.1 | 86.5 |