ECG multi-label/multi-class classification on PTB-XL 1.0.1 (test)
93.9All Category AccuracyMS-SSM
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| MS-SSMBackbone=S42025.12 | 93.9 | 93.9 | 93.5 | 93 | 89.9 | 98 | |
| MS-SSMBackbone=S62025.12 | 93.9 | 94.1 | 93.6 | 93.5 | 90.1 | 97.9 | |
| MULTIRESNET2025.12 | 93.8 | 93.9 | 93.4 | 93.4 | 89.7 | 97.5 | |
| S42025.12 | 93.8 | 93.9 | 92.9 | 93.1 | 89.5 | 97.7 | |
| Spacetime2025.12 | 93.6 | 94.1 | 93.3 | 92.9 | 88.3 | 96.7 | |
| InceptionTime2025.12 | 92.5 | 93.1 | 93 | 92.1 | 89.9 | 95.3 | |
| Mamba2025.12 | 91.5 | 92.9 | 90.5 | 91.2 | 87.6 | 95.2 | |
| LSTM2025.12 | 90.7 | 92.7 | 92.8 | 92.7 | 85.1 | 95.3 | |
| Transformer2025.12 | 85.7 | 87.6 | 88.2 | 88.7 | 77.1 | 83.1 | |
| Wavelet features2025.12 | 84.9 | 85.5 | 85.9 | 87.4 | 75.7 | 89 |