LVEF < 40% prediction on MIMIC High Uncertainty (test)
76.8Balanced AccuracyECG-CLIP
Evaluation Results
| Method | Links | |
|---|---|---|
| ECG-CLIPProbabilistic=false, Protocol=Few-shot, Training Data=100%2025.09 | 76.8 | |
| MEDBindProbabilistic=false, Protocol=Few-shot, Training Data=100%2025.09 | 76.7 | |
| ECHOINGECGProbabilistic=true, Protocol=Few-shot, Training Data=100%2025.09 | 73.4 | |
| MEDBindProbabilistic=false, Protocol=Few-shot, Training Data=10%2025.09 | 72.8 | |
| ECG-FMPProbabilistic=false, Protocol=Few-shot, Training Data=100%2025.09 | 69 | |
| ECG-FMMProbabilistic=false, Protocol=Few-shot, Training Data=100%2025.09 | 64.5 | |
| ECHOINGECGProbabilistic=true, Protocol=Few-shot, Training Data=10%2025.09 | 64.2 | |
| ECG-CLIPProbabilistic=false, Protocol=Few-shot, Training Data=10%2025.09 | 62.8 | |
| ECG-FMPProbabilistic=false, Protocol=Few-shot, Training Data=10%2025.09 | 58.8 | |
| ECHOINGECGProbabilistic=true, Protocol=Zero-shot2025.09 | 58.1 | |
| ECG-FMMProbabilistic=false, Protocol=Few-shot, Training Data=10%2025.09 | 51.6 |