Classification on MIMIC Arrhythmia (ASY) II
100TPRSimCLR
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| SimCLRTraining Paradigm=Self-supervised2026.06 | 100 | 31.52 | 35.05 | 13.76 | 7.39 | 86.37 | |
| CMSCTraining Paradigm=Self-supervised2026.06 | 100 | 29.13 | 32.78 | 13.32 | 7.13 | 84.97 | |
| TF-CTraining Paradigm=Self-supervised2026.06 | 98 | 39.89 | 42.71 | 15.05 | 8.15 | 83.21 | |
| TS2VecTraining Paradigm=Self-supervised2026.06 | 98 | 1.09 | 6.05 | 9.71 | 5.11 | 41.73 | |
| SL-S4WaveTraining Paradigm=Self-supervised2026.06 | 94 | 74.13 | 74.25 | 28.11 | 16.53 | 92.17 | |
| FCNTraining Paradigm=Supervised2026.06 | 88 | 56.3 | 56.54 | 17.76 | 9.88 | 83 | |
| S4WaveTraining Paradigm=Supervised2026.06 | 80 | 50.43 | 49.12 | 16.81 | 9.67 | 65.22 | |
| ECGFounderTraining Paradigm=Self-supervised2026.06 | 70 | 65.22 | 61.75 | 17.91 | 10.31 | 78.12 | |
| TS-TCCTraining Paradigm=Self-supervised2026.06 | 56 | 33.33 | 27.47 | 25.13 | 16.59 | 42.57 | |
| ECG-JEPATraining Paradigm=Self-supervised2026.06 | 15.17 | 30.08 | 25.2 | 4.14 | 2.83 | 10.77 |