Classification on MIMIC Arrhythmia (ETC) II (N=2873)
99.59TPRTS2Vec
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| TS2VecTraining Paradigm=Self-supervised2026.06 | 99.59 | 0.54 | 52.85 | 69.44 | 53.31 | 55.23 | |
| FCNTraining Paradigm=Supervised2026.06 | 94.27 | 46.54 | 64.23 | 78.17 | 66.79 | 83.26 | |
| TF-CTraining Paradigm=Self-supervised2026.06 | 93.31 | 26.85 | 54.52 | 72.5 | 59.3 | 65.54 | |
| SL-S4WaveTraining Paradigm=Self-supervised2026.06 | 91.95 | 56.89 | 64.61 | 80.04 | 70.89 | 84.27 | |
| S4WaveTraining Paradigm=Supervised2026.06 | 91.6 | 36.26 | 55.86 | 74.32 | 63.33 | 63.93 | |
| CMSCTraining Paradigm=Self-supervised2026.06 | 91.47 | 28.09 | 52.38 | 71.87 | 59.21 | 66.13 | |
| SimCLRTraining Paradigm=Self-supervised2026.06 | 91.26 | 29.42 | 52.64 | 72.1 | 59.64 | 67.31 | |
| TS-TCCTraining Paradigm=Self-supervised2026.06 | 82.5 | 50 | 50.95 | 88.21 | 95.16 | 68.96 | |
| ECGFounderTraining Paradigm=Self-supervised2026.06 | 80.61 | 54.55 | 48.78 | 73.17 | 67.14 | 76.59 | |
| ECG-JEPATraining Paradigm=Self-supervised2026.06 | 77 | 35.33 | 41.13 | 64.72 | 58.85 | 60.34 |