Arrhythmia Classification on VitalDB
88.5Macro F1 ScoreThreshold-induced routed model
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Threshold-induced routed modelArchitecture=DeepArrhythmia2026.05 | 88.5 | 92.2 | |
| Minimal-specialization modelArchitecture=DeepArrhythmia2026.05 | 87.7 | 92.3 | |
| Simple routing baselineArchitecture=DeepArrhythmia2026.05 | 86.1 | 91.4 | |
| Rich-specialization modelArchitecture=DeepArrhythmia2026.05 | 85.8 | 91.1 | |
| Signal + image + peaks + features + morphology2026.05 | 82.1 | 90 | |
| Signal + image + peaks + features2026.05 | 77 | 87.3 | |
| TransformerSeeds=Mean over 32026.05 | 74.6 | 85 | |
| xECGSeeds=Mean over 32026.05 | 69.8 | 82 | |
| TCNSeeds=Mean over 32026.05 | 67.6 | 81.1 | |
| 1D ResNetSeeds=Mean over 32026.05 | 65.4 | 78.6 | |
| Signal + image + peaks2026.05 | 63.1 | 79.2 | |
| 2D CNNSeeds=Mean over 32026.05 | 61.8 | 78 | |
| SVMSeeds=Mean over 32026.05 | 60 | 74.7 | |
| Gemini 3.1Decoding Temperature=02026.05 | 38.9 | 69.3 | |
| STFT CNNSeeds=Mean over 32026.05 | 37.3 | 68.2 | |
| Qwen3.5-4BDecoding Temperature=02026.05 | 37.3 | 70.9 | |
| GEMDecoding Temperature=02026.05 | 28.5 | 39.8 | |
| GPT-5.4Decoding Temperature=02026.05 | 25.2 | 66.4 | |
| ECG-R1Decoding Temperature=02026.05 | 24.3 | 51.5 | |
| PULSEDecoding Temperature=02026.05 | 24.2 | 56.8 | |
| Gemma-3-27BDecoding Temperature=02026.05 | 20.9 | 60.8 |