Arrhythmia Detection on AFDB (MIT-BIH AFIB database)
95.2AUROC (Macro)Baseline (xresnet)
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Baseline (xresnet)Params=1.65M, Evaluation Protocol=zero-shot, Lead Configuration=6-lead (I, II, III, aVR, aVL, aVF), Initialization=mixed-basis2026.03 | 95.2 | — | — | — | — | |
| S4ECGModel Type=Multi-window, Input Windows=302025.10 | 93.28 | 99.24 | 81.9 | 98.7 | 99.98 | |
| ConformerParams=1.83M, Evaluation Protocol=zero-shot, Lead Configuration=6-lead (I, II, III, aVR, aVL, aVF), Initialization=mixed-basis2026.03 | 93.2 | — | — | — | — | |
| S4ECGModel Type=Multi-window, Input Windows=602025.10 | 91.09 | 92.07 | 87.65 | 93.57 | 95.17 | |
| S4ECGModel Type=Multi-window, Input Windows=502025.10 | 90.99 | 93.86 | 83.96 | 95.15 | 99.67 | |
| S4ECGModel Type=Multi-window, Input Windows=202025.10 | 90.28 | 98.26 | 74.05 | 98.53 | 99.88 | |
| S4ECGModel Type=Multi-window, Input Windows=402025.10 | 90.28 | 95.13 | 80 | 95.7 | 99.36 | |
| Single-window ModelModel Type=Single-window, Input Windows=12025.10 | 87.18 | 98.96 | 68.99 | 93.57 | 95.72 | |
| S4ECGModel Type=Multi-window, Input Windows=102025.10 | 87.13 | 87.89 | 76.37 | 97.13 | 99.71 |