Clinical Outcome Prediction on UK Biobank (test)
69.872CAD PerformanceECG 3D-ED CL
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| ECG 3D-ED CLEncoder=3D ResNet-50, Input=full ED volume2026.02 | 69.872 | 74.304 | 62.848 | 79.676 | 70.348 | 85.593 | |
| ECG 2D CLEncoder=2D ResNet-50, Input=single mid-ventricular slice at ED2026.02 | 69.853 | 74.406 | 62.793 | 79.25 | 70.379 | 83.333 | |
| ECG 3D CL dual-phaseEncoder=two 3D ResNet-50 encoders, Input=end diastole and end systole2026.02 | 69.748 | 73.888 | 63.3 | 77.441 | 69.955 | 83.111 | |
| ECG 2D+time CLEncoder=2D ResNet-50 + LSTM, Input=single mid-ventricular slice across full cycle2026.02 | 69.228 | 73.849 | 61.867 | 77.401 | 69.635 | 83.889 | |
| ECG (baseline)Alignment=None2026.02 | 68.552 | 73.8 | 62.818 | 76.836 | 68.862 | 82.667 |