ECHO-related classification on MUSIC (test)
68LVEF < 40% ClassificationECHOINGECG
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| ECHOINGECGEvaluation Protocol=Zero-shot, ECG Window Selection=Low σ²2025.09 | 68 | — | 79.2 | 70.4 | 66.4 | 1 | |
| ECHOINGECGEvaluation Protocol=Zero-shot, ECG Window Selection=start2025.09 | 66.4 | — | 76 | 64 | 62.4 | 2 | |
| ECHOINGECGEvaluation Protocol=Fine-tune, ECG Window Selection=start2025.09 | 66 | — | 77.5 | 57.6 | 89 | 2 | |
| ECHOINGECGEvaluation Protocol=Fine-tune, ECG Window Selection=Low σ²2025.09 | 65.6 | — | 77.6 | 63.2 | 91.4 | 1 | |
| ECHOINGECGEvaluation Protocol=Zero-shot, ECG Window Selection=High σ²2025.09 | 65 | — | 77.4 | 65.6 | 60.6 | 3 | |
| ECG-FMPEvaluation Protocol=Zero-shot, ECG Window Selection=start2025.09 | 64.8 | — | 60.8 | 62.4 | 74.4 | 5 | |
| MEDBindEvaluation Protocol=Zero-shot, ECG Window Selection=start2025.09 | 64.2 | — | 56.3 | 61.1 | 62.6 | 4 | |
| ECG-CLIPEvaluation Protocol=Zero-shot, ECG Window Selection=start2025.09 | 64.1 | — | 58.9 | 60.4 | 61.3 | 5 | |
| ECG-FMMEvaluation Protocol=Zero-shot, ECG Window Selection=start2025.09 | 63.2 | — | 76 | 69.6 | 87.2 | 3 | |
| MEDBindEvaluation Protocol=Fine-tune, ECG Window Selection=start2025.09 | 60.2 | — | 62 | 61.5 | 85.5 | 5 | |
| ECHOINGECGEvaluation Protocol=Fine-tune, ECG Window Selection=High σ²2025.09 | 60 | — | 76.8 | 51.2 | 89 | 4 | |
| ECG-CLIPEvaluation Protocol=Fine-tune, ECG Window Selection=start2025.09 | 58.8 | — | 59.4 | 58.7 | 84.9 | 7 |