LVEF < 40% prediction on MIMIC All (test)
78.9Balanced AccuracyECHOINGECG
Evaluation Results
| Method | Links | |
|---|---|---|
| ECHOINGECGProbabilistic=true, Protocol=Few-shot, Training Data=100%2025.09 | 78.9 | |
| ECG-CLIPProbabilistic=false, Protocol=Few-shot, Training Data=100%2025.09 | 77.1 | |
| MEDBindProbabilistic=false, Protocol=Few-shot, Training Data=100%2025.09 | 76.2 | |
| ECG-FMPProbabilistic=false, Protocol=Few-shot, Training Data=100%2025.09 | 70.7 | |
| ECHOINGECGProbabilistic=true, Protocol=Few-shot, Training Data=10%2025.09 | 69.3 | |
| MEDBindProbabilistic=false, Protocol=Few-shot, Training Data=10%2025.09 | 66.9 | |
| ECG-FMMProbabilistic=false, Protocol=Few-shot, Training Data=100%2025.09 | 66.8 | |
| ECG-CLIPProbabilistic=false, Protocol=Few-shot, Training Data=10%2025.09 | 64.5 | |
| ECHOINGECGProbabilistic=true, Protocol=Zero-shot2025.09 | 63.2 | |
| ECG-FMPProbabilistic=false, Protocol=Few-shot, Training Data=10%2025.09 | 61.5 | |
| MEDBindProbabilistic=false, Protocol=Zero-shot2025.09 | 57.5 | |
| ECG-CLIPProbabilistic=false, Protocol=Zero-shot2025.09 | 56.3 | |
| ECG-FMMProbabilistic=false, Protocol=Few-shot, Training Data=10%2025.09 | 55 |