Functional and Strain Phenotype Prediction on UK Biobank (test)
0.619LVGCSECG 3D CL dual-phase
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| ECG 3D CL dual-phaseEncoder=two 3D ResNet-50 encoders, Input=end diastole and end systole2026.02 | 0.619 | 0.567 | 0.582 | 0.572 | 0.637 | 0.579 | |
| ECG 2D CLEncoder=2D ResNet-50, Input=single mid-ventricular slice at ED2026.02 | 0.603 | 0.559 | 0.568 | 0.531 | 0.595 | 0.534 | |
| ECG 2D+time CLEncoder=2D ResNet-50 + LSTM, Input=single mid-ventricular slice across full cycle2026.02 | 0.587 | 0.549 | 0.554 | 0.52 | 0.595 | 0.566 | |
| ECG 3D-ED CLEncoder=3D ResNet-50, Input=full ED volume2026.02 | 0.568 | 0.56 | 0.575 | 0.536 | 0.647 | 0.5 | |
| ECG (baseline)Alignment=None2026.02 | 0.525 | 0.464 | 0.478 | 0.482 | 0.55 | 0.512 |