Ventricular tachycardia detection on MIMIC VT II
97.38TPRSimCLR
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| SimCLRTraining Paradigm=Self-supervised, Pre-training dataset=VTaC2026.06 | 97.38 | 17.56 | 54.79 | 69.82 | 54.33 | 71.42 | |
| TransformerTraining Paradigm=Supervised2026.06 | 97.09 | 11.83 | 51.68 | 68.3 | 52.7 | 62.54 | |
| CMSCTraining Paradigm=Self-supervised, Pre-training dataset=VTaC2026.06 | 96.67 | 13.48 | 51.82 | 68.49 | 52.93 | 74.41 | |
| TS-TCCTraining Paradigm=Self-supervised, Pre-training dataset=VTaC2026.06 | 95.11 | 34.34 | 59.09 | 73.14 | 59.32 | 69.76 | |
| SL-S4WaveTraining Paradigm=Self-supervised, Pre-training dataset=VTaC2026.06 | 94.37 | 60.21 | 69.57 | 80.83 | 70.86 | 88.56 | |
| TS2VecTraining Paradigm=Self-supervised, Pre-training dataset=VTaC2026.06 | 94.11 | 11.33 | 47.47 | 66.77 | 51.68 | 67.31 | |
| FCNTraining Paradigm=Supervised2026.06 | 92.41 | 52.54 | 63.01 | 77.25 | 66.45 | 85.87 | |
| TF-CTraining Paradigm=Self-supervised, Pre-training dataset=VTaC2026.06 | 88.3 | 49.1 | 55.7 | 73.99 | 63.52 | 79.94 | |
| Rule-basedTraining Paradigm=Rule-based2026.06 | 85.77 | 48.74 | 52.37 | 72.59 | 62.92 | — | |
| ECG-JEPATraining Paradigm=Self-supervised, Pre-training dataset=VTaC2026.06 | 82.2 | 78.28 | 59.32 | 80.69 | 79.32 | 87.88 | |
| ECGFounderTraining Paradigm=Self-supervised, Pre-training dataset=VTaC2026.06 | 53.74 | 95.51 | 10.16 | 53.06 | 67.16 | 51.81 |