External
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Image-to-Report | External Institute Y (test) | Recall@132.36 | 14 | |
| Cardiovascular Disease Diagnosis | External (val) | NH AUC93.3 | 8 | |
| MRI Synthesis (T2 to T1c) | External 2 | MSE0.0101 | 8 | |
| MRI Synthesis (T2 to T1) | External 2 | MSE0.0122 | 8 | |
| MRI Synthesis (T1c to T2) | External 2 | MSE0.0099 | 8 | |
| MRI Synthesis (T1c to T1) | External 2 | MSE0.0198 | 8 | |
| MRI Synthesis (T1 to T2) | External 2 | MSE0.0098 | 8 | |
| MRI Synthesis (T1 to T1c) | External 2 | MSE0.0122 | 8 | |
| MRI Synthesis (T2 to T1c) | External 1 | MSE0.0096 | 8 | |
| MRI Synthesis (T2 to T1) | External 1 | MSE0.0116 | 8 | |
| MRI Synthesis (T1c to T2) | External 1 | MSE0.0094 | 8 | |
| MRI Synthesis (T1c to T1) | External 1 | MSE0.0189 | 8 | |
| MRI Synthesis (T1 to T2) | External 1 | MSE0.0093 | 8 | |
| MRI Synthesis (T1 to T1c) | External 1 | MSE0.0116 | 8 | |
| Parkinson's disease responder classification | External transferred without fine-tuning (external cohort) | Accuracy85.29 | 7 | |
| In-hospital mortality prediction | External (val) | AUPRC22 | 5 | |
| Acute Kidney Injury (AKI) prediction | External (val) | AUPRC15 | 5 | |
| Acute Kidney Injury (AKI) prediction | External (val) | AUROC0.82 | 5 | |
| Mechanical Ventilation (MV) prediction | External (val) | AUROC97 | 5 | |
| ICU admission prediction | External (val) | AUROC77 | 5 | |
| Non-ischemic cardiomyopathy subclassification | External (val) | HCM Score76.9 | 4 | |
| Cardiovascular Diseases Diagnosis | External (val) | NH Sensitivity (Spec=0.9)88.1 | 4 | |
| Binary Classification | External n=903 (test) | Specificity97.7 | 4 | |
| AUC prediction | External Dataset n=75 (external val) | RMSPE (%)10.82 | 3 |
Showing 24 of 24 rows