Classification on MIMIC Arrhythmia VFB II (N=467)
100TPRSimCLR
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| SimCLRTraining Paradigm=Self-supervised2026.06 | 100 | 18.42 | 65.93 | 77.4 | 63.16 | 90.83 | |
| CMSCTraining Paradigm=Self-supervised2026.06 | 100 | 13.68 | 63.96 | 76.38 | 61.79 | 89.24 | |
| TS2VecTraining Paradigm=Self-supervised2026.06 | 98.87 | 1.32 | 56.73 | 73.33 | 58.29 | 58.26 | |
| FCNTraining Paradigm=Supervised2026.06 | 97.55 | 51.84 | 74.33 | 84.06 | 73.87 | 90.69 | |
| S4WaveTraining Paradigm=Supervised2026.06 | 95.66 | 46.58 | 68.43 | 82.2 | 72.53 | 71.12 | |
| SL-S4WaveTraining Paradigm=Self-supervised2026.06 | 95.66 | 70.79 | 77.47 | 88.35 | 82.09 | 96.53 | |
| TF-CTraining Paradigm=Self-supervised2026.06 | 95.47 | 33.16 | 62.85 | 78.46 | 66.61 | 86.51 | |
| ECGFounderTraining Paradigm=Self-supervised2026.06 | 90.38 | 55.53 | 62.84 | 81.3 | 73.95 | 88.93 | |
| ECG-JEPATraining Paradigm=Self-supervised2026.06 | 75.47 | 43.16 | 45.7 | 66.26 | 64.73 | 65.83 | |
| TS-TCCTraining Paradigm=Self-supervised2026.06 | 50 | 7.27 | 10.59 | 15.24 | 9 | 31.82 |