Anomaly Classification on BrainMRI (test)
0.97AUCMRAD-CLIP
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| MRAD-CLIPTraining Setting=Training-Based, Zero-shot=true2026.01 | 0.97 | 97.4 | |
| MRAD-FTTraining Setting=Training-Based, Zero-shot=true2026.01 | 0.969 | 97 | |
| AnomalyCLIPTraining Setting=Training-Based, Zero-shot=true2026.01 | 0.961 | 92.3 | |
| FAPromptTraining Setting=Training-Based, Zero-shot=true2026.01 | 0.957 | 95.6 | |
| AdaCLIPTraining Setting=Training-Based, Zero-shot=true2026.01 | 0.949 | 94.2 | |
| MRAD-TFTraining Setting=Train-Free, Zero-shot=true2026.01 | 0.941 | 96.8 | |
| WinCLIPTraining Setting=Train-Free, Zero-shot=true2026.01 | 0.92 | 90.7 | |
| MVFASetting=Zero-shot, Protocol=Leave-one-out2024.03 | 0.7863 | — | |
| April-GANSetting=Zero-shot, Protocol=Leave-one-out2024.03 | 0.7643 | — | |
| WinCLIPSetting=Zero-shot, Protocol=Leave-one-out2024.03 | 0.6649 | — |