EMBED
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Breast density prediction | EMBED | Accuracy84.2 | 56 | |
| BI-RADS-based malignancy classification | EMBED (test) | AUC91.8 | 13 | |
| Density Classification | EMBED (test) | Accuracy74.95 | 10 | |
| BI-RADS Classification | EMBED (test) | Accuracy33.29 | 10 | |
| Performance Shift Prediction | EMBED Scanner: Clearview | MAE0.003 | 6 | |
| Performance Shift Prediction | EMBED Scanner: Lorad | MAE0.004 | 6 | |
| Performance Shift Prediction | EMBED Scanner 2000D | MAE0.031 | 6 | |
| Density classification | EMBED | AUROC92.7 | 6 | |
| Risk assessment | EMBED | AUROC73.8 | 6 | |
| BIRADS classification | EMBED | AUROC0.813 | 6 | |
| Classification | EMBED | AUC90.4 | 6 | |
| Lesion Tracking | EMBED Total (test) | AO45.5 | 4 | |
| Lesion Tracking | EMBED Calc (test) | AO42.5 | 4 | |
| Lesion Tracking | EMBED Mass (test) | AO46.7 | 4 |
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