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