Multi-label ECG Classification on PhysioNet CinC Challenge 2021 (test)
0.7294Challenge ScoreHWMamba
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| HWMambaDownsampling Stride=(1, 2), State Dimension=16, MLP=Gated MLP2026.05 | 0.7294 | 59.51 | 2.5 | 61.56 | 77.3 | 96.98 | |
| ISIBrno2026.05 | 0.7187 | 50.19 | 3.65 | 52.81 | 72.82 | 90.48 | |
| HWMambaNormalization=Z-score normalization2026.05 | 0.7138 | — | — | 59.82 | — | — | |
| ECG-Mamba2026.05 | 0.701 | 56.1 | 2.83 | 57.31 | 74.88 | 96.51 | |
| 1D-Mamba2026.05 | 0.6996 | 53.15 | 3.13 | 58.87 | 74.63 | 96.91 | |
| ISIBrnoWa2026.05 | 0.6873 | 50.42 | 3.29 | 51.19 | 71.2 | 88.31 | |
| 2D-CNN2026.05 | 0.6726 | 57.7 | 2.62 | 52.02 | 72.35 | 93.63 | |
| 2DRU+LC2026.05 | 0.4659 | 56.67 | 2.52 | 47.2 | 68.6 | 97.29 |