Cardiac Phenotype Prediction on UKB dataset (test)
9.23LVEDV MAETGV
Evaluation results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| TGVProtocol=Fine-tuning2025.03 | 9.23 | — | 3.18 | — | — | — | 7.39 | — | — | 4.86 | 2.95 | 5.2 | |
| SimCLRProtocol=Fine-tuning2025.03 | 9.82 | — | 3.49 | — | — | — | 8.25 | — | — | 5.25 | 3.18 | 6.06 | |
| MMCLProtocol=Fine-tuning2025.03 | 9.95 | — | 3.27 | — | — | — | 7.47 | — | — | 5.63 | 3.12 | 5.51 | |
| ECGFlowCMRMixed Synthetic Data Ratio=300%2026.01 | 9.97 | 0.821 | 3.32 | 0.442 | 5.84 | 0.844 | 11.32 | 0.834 | 0.499 | — | — | — | |
| ECGFlowCMRMixed Synthetic Data Ratio=200%2026.01 | 10.19 | 0.812 | 3.39 | 0.441 | 5.92 | 0.836 | 11.53 | 0.821 | 0.482 | — | — | — | |
| ResNet50Protocol=Fine-tuning2025.03 | 10.27 | — | 4.31 | — | — | — | 8.55 | — | — | 5.59 | 3.81 | 6.44 | |
| BYOLProtocol=Fine-tuning2025.03 | 10.31 | — | 3.99 | — | — | — | 7.99 | — | — | 5.74 | 3.39 | 5.96 | |
| ECGFlowCMRMixed Synthetic Data Ratio=100%2026.01 | 10.4 | 0.806 | 3.41 | 0.436 | 6.14 | 0.828 | 11.92 | 0.809 | 0.47 | — | — | — | |
| EchoPulseMixed Synthetic Data Ratio=300%2026.01 | 10.44 | 0.804 | 3.36 | 0.435 | 6.04 | 0.826 | 11.79 | 0.811 | 0.471 | — | — | — | |
| CardioNetsMixed Synthetic Data Ratio=300%2026.01 | 10.65 | 0.798 | 3.38 | 0.434 | 6.17 | 0.821 | 11.84 | 0.808 | 0.465 | — | — | — | |
| EchoPulseMixed Synthetic Data Ratio=200%2026.01 | 10.69 | 0.795 | 3.4 | 0.433 | 6.14 | 0.821 | 11.89 | 0.806 | 0.463 | — | — | — | |
| CardioNetsMixed Synthetic Data Ratio=200%2026.01 | 10.82 | 0.791 | 3.43 | 0.429 | 6.24 | 0.817 | 12.04 | 0.803 | 0.459 | — | — | — | |
| EchoPulseMixed Synthetic Data Ratio=100%2026.01 | 10.83 | 0.785 | 3.44 | 0.427 | 6.25 | 0.818 | 12.16 | 0.802 | 0.454 | — | — | — | |
| CardioNetsMixed Synthetic Data Ratio=100%2026.01 | 10.97 | 0.782 | 3.47 | 0.423 | 6.32 | 0.814 | 12.25 | 0.799 | 0.451 | — | — | — | |
| Barlow TwinsProtocol=Fine-tuning2025.03 | 11.01 | — | 3.57 | — | — | — | 8.35 | — | — | 6.12 | 3.39 | 6.14 | |
| SimSiamProtocol=Fine-tuning2025.03 | 11.09 | — | 3.93 | — | — | — | 8.52 | — | — | 6.59 | 3.43 | 5.89 | |
| VideoGPTMixed Synthetic Data Ratio=300%2026.01 | 11.13 | 0.778 | 3.47 | 0.42 | 6.39 | 0.809 | 12.42 | 0.791 | 0.45 | — | — | — | |
| ModelScopeT2VMixed Synthetic Data Ratio=300%2026.01 | 11.18 | 0.775 | 3.42 | 0.425 | 6.31 | 0.815 | 12.2 | 0.797 | 0.456 | — | — | — | |
| VideoGPTMixed Synthetic Data Ratio=100%2026.01 | 11.2 | 0.773 | 3.54 | 0.415 | 6.48 | 0.805 | 12.47 | 0.786 | 0.445 | — | — | — | |
| VideoGPTMixed Synthetic Data Ratio=200%2026.01 | 11.24 | 0.774 | 3.51 | 0.417 | 6.44 | 0.806 | 12.49 | 0.789 | 0.447 | — | — | — | |
| ModelScopeT2VMixed Synthetic Data Ratio=200%2026.01 | 11.25 | 0.773 | 3.45 | 0.421 | 6.35 | 0.812 | 12.27 | 0.795 | 0.452 | — | — | — | |
| ModelScopeT2VMixed Synthetic Data Ratio=100%2026.01 | 11.28 | 0.771 | 3.51 | 0.418 | 6.51 | 0.808 | 12.4 | 0.79 | 0.443 | — | — | — | |
| MAEData Mode=Real2026.01 | 11.35 | 0.769 | 3.67 | 0.412 | 6.67 | 0.801 | 12.62 | 0.784 | 0.441 | — | — | — | |
| ViTData Mode=Real2026.01 | 11.52 | 0.772 | 3.75 | 0.367 | 7.56 | 0.763 | 13.14 | 0.77 | 0.417 | — | — | — | |
| TGVProtocol=Zero-shot2025.03 | 13.63 | — | 4.08 | — | — | — | 12.43 | — | — | 7.64 | 3.98 | 8.18 | |
| MMCLProtocol=Zero-shot2025.03 | 15.12 | — | 4.48 | — | — | — | 13.7 | — | — | 8.74 | 4.55 | 9.54 | |
| SimCLRProtocol=Zero-shot2025.03 | 23.26 | — | 4.72 | — | — | — | 21.89 | — | — | 13.01 | 4.71 | 13.48 | |
| Barlow TwinsProtocol=Zero-shot2025.03 | 27.17 | — | 4.9 | — | — | — | 25.98 | — | — | 16.54 | 4.97 | 16.52 | |
| SimSiamProtocol=Zero-shot2025.03 | 27.46 | — | 4.93 | — | — | — | 25.62 | — | — | 16.04 | 4.94 | 16.14 | |
| BYOLProtocol=Zero-shot2025.03 | 27.81 | — | 4.92 | — | — | — | 26.29 | — | — | 16.43 | 4.95 | 16.19 | |
| Mean-GuessProtocol=Zero-shot2025.03 | 29.54 | — | 4.81 | — | — | — | 26.73 | — | — | 17.85 | 4.73 | 17.85 |