Classification on MIMIC II Arrhythmia VTA (N=2768)
99.05TPRTS2Vec
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| TS2VecTraining Paradigm=Self-supervised2026.06 | 99.05 | 0.7 | 77.32 | 88.63 | 80.2 | 47.79 | |
| CMSCTraining Paradigm=Self-supervised2026.06 | 98.7 | 34.74 | 82.67 | 91.92 | 86.01 | 85.02 | |
| SimCLRTraining Paradigm=Self-supervised2026.06 | 98.19 | 36.67 | 81.41 | 91.86 | 86.32 | 86.59 | |
| FCNTraining Paradigm=Supervised2026.06 | 97.11 | 63.33 | 82.77 | 94.22 | 91.5 | 91.15 | |
| SL-S4WaveTraining Paradigm=Self-supervised2026.06 | 96.59 | 81.05 | 84.3 | 95.99 | 95.4 | 95.04 | |
| S4WaveTraining Paradigm=Supervised2026.06 | 96.41 | 49.82 | 78.28 | 92.49 | 89.24 | 73.12 | |
| TF-CTraining Paradigm=Self-supervised2026.06 | 95.81 | 41.58 | 75.02 | 91.17 | 86.96 | 85.61 | |
| ECGFounderTraining Paradigm=Self-supervised2026.06 | 91.4 | 70.88 | 68.67 | 92.05 | 92.74 | 89.93 | |
| TS-TCCTraining Paradigm=Self-supervised2026.06 | 89.41 | 45.19 | 50.62 | 50.08 | 35.26 | 68.81 | |
| ECG-JEPATraining Paradigm=Self-supervised2026.06 | 70.76 | 41.75 | 42.71 | 72.42 | 83.52 | 62.3 |