Anomaly Detection on BrainMRI (AUROC)
98.3AUROCInCTRL
Evaluation results
| Method | Links | |
|---|---|---|
| InCTRLSetup=8-shot2024.03 | 98.3 | |
| InCTRLSetup=4-shot2024.03 | 97.5 | |
| WinCLIPSetup=8-shot2024.03 | 94.4 | |
| WinCLIPSetup=4-shot2024.03 | 94.1 | |
| WinCLIPSetup=2-shot2024.03 | 93.4 | |
| InCTRLSetup=2-shot2024.03 | 92.9 | |
| WinCLIPSetup=0-shot2024.03 | 92.6 | |
| AA-CLIPAvailable training shots=22025.03 | 84.3 | |
| AA-CLIPAvailable training shots=642025.03 | 83.4 | |
| AnomalyCLIPAvailable training shots=full2025.03 | 83.3 | |
| PatchCoreSetup=8-shot2024.03 | 81.2 | |
| AA-CLIPAvailable training shots=162025.03 | 80.4 | |
| AdaCLIPAvailable training shots=full2025.03 | 80.2 | |
| AA-CLIPAvailable training shots=full2025.03 | 80.2 | |
| PatchCoreSetup=4-shot2024.03 | 79.4 | |
| SPADESetup=8-shot2024.03 | 79.4 | |
| PaDiMSetup=4-shot2024.03 | 79.2 | |
| SPADESetup=4-shot2024.03 | 75.9 | |
| CoOpSetup=4-shot2024.03 | 75.9 | |
| PaDiMSetup=8-shot2024.03 | 75.8 | |
| CoOpSetup=8-shot2024.03 | 75.5 | |
| CoOpSetup=2-shot2024.03 | 72.5 | |
| MVFA-ADAvailable training shots=full2025.03 | 70.9 | |
| PatchCoreSetup=2-shot2024.03 | 70.6 | |
| WinCLIPAvailable training shots=N/A2025.03 | 66.5 | |
| RegADSetup=2-shot2024.03 | 64 | |
| RegADSetup=8-shot2024.03 | 63.2 | |
| SPADESetup=2-shot2024.03 | 59.5 | |
| PaDiMSetup=2-shot2024.03 | 59.4 | |
| CLIP & VANDAvailable training shots=N/A2025.03 | 58.8 | |
| RegADSetup=4-shot2024.03 | 57.1 |