Cardiac Phenotype Prediction on UK Biobank Representative sets N=2000 (test)
4.08LVEF ErrorTGV
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| TGVEvaluation Protocol=Zero-shot, Supervision Type=Tabular Guidance2025.03 | 4.08 | 7.64 | 13.63 | 3.98 | 12.43 | 8.18 | |
| MMCLEvaluation Protocol=Zero-shot, Supervision Type=Tabular Supervision2025.03 | 4.48 | 8.74 | 15.12 | 4.55 | 13.7 | 9.54 | |
| SimCLREvaluation Protocol=Zero-shot, Supervision Type=Image Augmentation2025.03 | 4.72 | 13.01 | 23.26 | 4.71 | 21.89 | 13.48 | |
| Barlow TwinsEvaluation Protocol=Zero-shot, Supervision Type=Image Augmentation2025.03 | 4.9 | 16.54 | 27.17 | 4.97 | 25.98 | 16.52 | |
| BYOLEvaluation Protocol=Zero-shot, Supervision Type=Image Augmentation2025.03 | 4.92 | 16.43 | 27.81 | 4.95 | 26.29 | 16.19 | |
| SimSiamEvaluation Protocol=Zero-shot, Supervision Type=Image Augmentation2025.03 | 4.93 | 16.04 | 27.46 | 4.94 | 25.62 | 16.14 |