LVEF < 40% Prediction on MIMIC Low Uncertainty (test)
84.4Balanced AccuracyECHOINGECG
Evaluation Results
| Method | Links | |
|---|---|---|
| ECHOINGECGProbabilistic=true, Protocol=Few-shot, Training Data=100%2025.09 | 84.4 | |
| ECG-CLIPProbabilistic=false, Protocol=Few-shot, Training Data=100%2025.09 | 77.4 | |
| MEDBindProbabilistic=false, Protocol=Few-shot, Training Data=100%2025.09 | 75.7 | |
| ECHOINGECGProbabilistic=true, Protocol=Few-shot, Training Data=10%2025.09 | 74.3 | |
| ECG-FMPProbabilistic=false, Protocol=Few-shot, Training Data=100%2025.09 | 72.4 | |
| ECG-FMMProbabilistic=false, Protocol=Few-shot, Training Data=100%2025.09 | 69.1 | |
| ECHOINGECGProbabilistic=true, Protocol=Zero-shot2025.09 | 68.3 | |
| ECG-CLIPProbabilistic=false, Protocol=Few-shot, Training Data=10%2025.09 | 66.2 | |
| ECG-FMPProbabilistic=false, Protocol=Few-shot, Training Data=10%2025.09 | 64.2 | |
| MEDBindProbabilistic=false, Protocol=Few-shot, Training Data=10%2025.09 | 61 | |
| ECG-FMMProbabilistic=false, Protocol=Few-shot, Training Data=10%2025.09 | 58.4 |