Arrhythmia classification on INCART
71Macro F1 ScoreRich-specialization model
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Rich-specialization modelArchitecture=DeepArrhythmia2026.05 | 71 | 98.1 | |
| Simple routing baselineArchitecture=DeepArrhythmia2026.05 | 69.2 | 97.9 | |
| Threshold-induced routed modelArchitecture=DeepArrhythmia2026.05 | 68.9 | 97.9 | |
| SVMSeeds=Mean over 32026.05 | 68.1 | 98.5 | |
| Gemini 3.1Decoding Temperature=02026.05 | 65.3 | 92.4 | |
| Signal + image + peaks + features + morphology2026.05 | 64.1 | 96.7 | |
| Signal + image + peaks + features2026.05 | 63.7 | 96.6 | |
| Minimal-specialization modelArchitecture=DeepArrhythmia2026.05 | 62 | 96.3 | |
| 2D CNNSeeds=Mean over 32026.05 | 58.7 | 93.8 | |
| Signal + image + peaks2026.05 | 53.6 | 91 | |
| xECGSeeds=Mean over 32026.05 | 52.3 | 93.4 | |
| Qwen3.5-4BDecoding Temperature=02026.05 | 51.7 | 86.1 | |
| TransformerSeeds=Mean over 32026.05 | 51.3 | 96.2 | |
| 1D ResNetSeeds=Mean over 32026.05 | 50.1 | 86.9 | |
| STFT CNNSeeds=Mean over 32026.05 | 46.2 | 93 | |
| TCNSeeds=Mean over 32026.05 | 44.4 | 83.1 | |
| GPT-5.4Decoding Temperature=02026.05 | 42.8 | 92 | |
| Gemma-3-27BDecoding Temperature=02026.05 | 36.7 | 87.8 | |
| GEMDecoding Temperature=02026.05 | 27.3 | 46.5 | |
| ECG-R1Decoding Temperature=02026.05 | 27 | 53.2 | |
| PULSEDecoding Temperature=02026.05 | 21.6 | 67 |