Research Article
A New Multichannel Parallel Network Framework for the Special Structure of Multilead ECG
Table 11
Summary of recent ECG classification methods on CCDD database.
| Literature | Method | Classes | ACC (%) | SE (%) | SP (%) |
| Jin and Dong [30] | LCNN-A, LCNN-B, Bayesian | 2 | 85.08 | 82.38 | 87.21 | Zhou et al. [31] | LCNN, rules inference | 2 | 97.87 | 87.94 | 98.02 | Zhou et al. [32] | LCNN, LSTM, rules inference | 2 | 99.41 | 97.59 | 99.54 | Wang et al. [33] | CNN, BRNN | 2 | 87.69 | 75.52 | 76.32 | Jin and Dong [34] | DNN, ensemble learning | 2 | 84.84 | 80.23 | 86.86 | Proposed | MLCNN, BiLSTM, feature fusion | 2 | 98.77 | 95.69 | 97.35 | Proposed | MLCNN, BiLSTM, feature fusion | 6 | 87.81 | 86.00 | 87.76 |
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