Medical Anomaly Detection on Breast (Dice, Accuracy)
84.96Dice CoefficientMedSAD-CLIP
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| MedSAD-CLIPSetting=Supervised2026.03 | 84.96 | 91.01 | |
| AdaclipSetting=Supervised2026.03 | 79.87 | 87.64 | |
| MVFASetting=Supervised2026.03 | 76.57 | 88.76 | |
| MadCLIPSetting=Supervised2026.03 | 59.58 | 87.08 | |
| rollingUnetSetting=Supervised2026.03 | 58.01 | — | |
| nnUnetSetting=Supervised2026.03 | 54.6 | — | |
| MVFASetting=Few-shot2026.03 | 52.09 | 70.22 | |
| MadCLIPSetting=Few-shot2026.03 | 44.71 | 52.81 | |
| AaclipSetting=Zero-shot2026.03 | 41.54 | 50 | |
| AdaclipSetting=Zero-shot2026.03 | 36.19 | 23.6 | |
| AnomalyclipSetting=Supervised2026.03 | 16.07 | 82.69 | |
| AnomalyclipSetting=Zero-shot2026.03 | 13.52 | 26.92 | |
| AaclipSetting=Supervised2026.03 | 8.53 | 23.6 | |
| BGADSetting=Supervised2026.03 | 5.97 | 64.04 | |
| BGADSetting=Few-shot2026.03 | 5.39 | 79.78 |