Ventricular tachycardia detection on VTaC (N=5037)
95.91TPRSimCLR
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| SimCLRTraining Paradigm=Self-supervised, Pre-training dataset=VTaC2026.06 | 95.91 | 79.01 | 80.1 | 77.14 | 64.23 | 93.73 | |
| Rule-basedTraining Paradigm=Rule-based2026.06 | 94.16 | 62.9 | 67.32 | 65.48 | 50.19 | — | |
| SL-S4WaveTraining Paradigm=Self-supervised, Pre-training dataset=VTaC2026.06 | 93.98 | 86.96 | 83.25 | 82.89 | 73.88 | 96.01 | |
| FCNTraining Paradigm=Supervised2026.06 | 91.83 | 86.96 | 80.83 | 81.79 | 73.82 | 94.93 | |
| CMSCTraining Paradigm=Self-supervised, Pre-training dataset=VTaC2026.06 | 89.49 | 80.23 | 74.03 | 74.81 | 63.96 | 91.85 | |
| TS2VecTraining Paradigm=Self-supervised, Pre-training dataset=VTaC2026.06 | 88.32 | 77.39 | 71.23 | 72.06 | 60.61 | 90.64 | |
| TS-TCCTraining Paradigm=Self-supervised, Pre-training dataset=VTaC2026.06 | 86.72 | 56 | 56.34 | 58.3 | 43.9 | 74.95 | |
| TransformerTraining Paradigm=Supervised2026.06 | 83.36 | 67.36 | 60.45 | 62.84 | 50.55 | 84.39 | |
| TF-CTraining Paradigm=Self-supervised, Pre-training dataset=VTaC2026.06 | 82.77 | 70.15 | 61.68 | 64.37 | 52.96 | 85.67 | |
| ECGFounderTraining Paradigm=Self-supervised, Pre-training dataset=VTaC2026.06 | 77.92 | 90.65 | 69.84 | 77.26 | 76.76 | 92.51 | |
| ECG-JEPATraining Paradigm=Self-supervised, Pre-training dataset=VTaC2026.06 | 76.35 | 91.19 | 69.08 | 76.65 | 77.72 | 92.62 |