Classification on MIMIC Arrhythmia (EBR) II (N=958)
100TPRTS2Vec
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| TS2VecTraining Paradigm=Self-supervised2026.06 | 100 | 2.67 | 26.26 | 39.69 | 24.76 | 44.91 | |
| TF-CTraining Paradigm=Self-supervised2026.06 | 94.17 | 33.87 | 45.9 | 47.04 | 31.37 | 75.64 | |
| TS-TCCTraining Paradigm=Self-supervised2026.06 | 92.5 | 60 | 71.98 | 82.89 | 77.11 | 78.75 | |
| FCNTraining Paradigm=Supervised2026.06 | 90.83 | 49.07 | 54.46 | 51.99 | 36.45 | 70.14 | |
| CMSCTraining Paradigm=Self-supervised2026.06 | 90 | 33.87 | 43.3 | 45.4 | 30.36 | 71.37 | |
| S4WaveTraining Paradigm=Supervised2026.06 | 89.17 | 44.8 | 49.39 | 52.42 | 38.75 | 66.98 | |
| SimCLRTraining Paradigm=Self-supervised2026.06 | 88.33 | 34.4 | 42.75 | 44.9 | 30.14 | 70.14 | |
| SL-S4WaveTraining Paradigm=Self-supervised2026.06 | 88.33 | 60 | 60.19 | 56.61 | 41.79 | 74.17 | |
| ECG-JEPATraining Paradigm=Self-supervised2026.06 | 64.17 | 39.2 | 33.18 | 34.86 | 25.15 | 54.79 | |
| ECGFounderTraining Paradigm=Self-supervised2026.06 | 63.33 | 61.33 | 45.75 | 44.7 | 34.76 | 71.94 |