Volumetric and Mass Phenotype Prediction on UK Biobank (test)
0.667LVDVECG 2D CL
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| ECG 2D CLEncoder=2D ResNet-50, Input=single mid-ventricular slice at ED2026.02 | 0.667 | 0.639 | 0.681 | 0.664 | 0.607 | 0.685 | |
| ECG 3D-ED CLEncoder=3D ResNet-50, Input=full ED volume2026.02 | 0.655 | 0.612 | 0.677 | 0.642 | 0.616 | 0.688 | |
| ECG 3D CL dual-phaseEncoder=two 3D ResNet-50 encoders, Input=end diastole and end systole2026.02 | 0.649 | 0.624 | 0.684 | 0.648 | 0.632 | 0.673 | |
| ECG 2D+time CLEncoder=2D ResNet-50 + LSTM, Input=single mid-ventricular slice across full cycle2026.02 | 0.629 | 0.579 | 0.673 | 0.637 | 0.598 | 0.654 | |
| ECG (baseline)Alignment=None2026.02 | 0.606 | 0.548 | 0.64 | 0.61 | 0.549 | 0.626 |