Research Article
ECG Signal Classification Based on Fusion of Hybrid CNN and Wavelet Features by D-S Evidence Theory
Table 8
Comparison of different classification approaches.
| | Author | ECG beats | Approach | Database | Performance (%) |
| | Mehrdad Javadi et al. [5] | Normal (N)
Premature ventricular contraction (PVC)
Others | Mixture of experts (ME) and negatively correlated learning (NCL) | MIT-BIH | SPn = 98.01
SEpvc = 92.27
SEother = 93.72
Acc = 96.02 |
| | Mondéjar-Guerra V [12] | Normal (N)
Supraventricular ectopic beat (SVEB)
Ventricular ectopic beat (VEB)
Fusion (F) | SVMs | MIT-BIH | SEN = 95.9
PPVN = 98.2
SESVEB = 78.1
PPVSVEB = 49.7
SEVEB = 94.7
PPVVEB = 93.9
SEF = 12.4
PPVF = 23.6
Acc = 94.5 |
| | Shi hangrui [32] | Left bundle branch block (LBBB)
Right bundle branch block (RBBB)
Atrial premature beat (APB)
Premature ventricular contraction (PVC) | Learning vector quantization (LVQ) | MIT-BIH | AccAPB = 84.2
AccPVC = 92.6
AccLBBB = 77.8
AccRBBB = 81.4
Acc = 84 |
| | Wang Run [33] | N
LBBB
RBBB
PVC | Radial basis function (RBF) | MIT-BIH | AccN = 89.7
AccLBBB = 97.1
AccRBBB = 96.7
AccPVC = 93 |
| | Yıldırım et al. [34] | 13 classes
15 classes
17 classes | CNN | MIT-BIH | SE13 = 93.52
SP13 = 99.61
PPV13 = 92.52
Acc13 = 95.2
SE15 = 88.57
SP15 = 99.39
PPV15 = 90.48
Acc15 = 92.51
SE17 = 83.91
SP17 = 99.41
PPV17 = 89.52
Acc17 = 91.33 |
| | Li et al. [35] | AAMI | RF | MIT-BIH | SEN = 94.67
PPVN = 99.73
SES = 20.00
PPVS = 0.16
SEV = 94.20
PPVV = 89.78
SEF = 50.00
PPVF = 0.52
SEQ = 0.00
PPVQ = 0.00
Acc = 94.61 |
| | Amrita Rana et al. [36] | N
LBBB
RBBB
APB
PVC | LSTM | MIT-BIH | Acc = 95.00 |
| | Anika alim et al. [37] | N abnormal | SVM and ANN | MIT-BIH | AccSVM = 87
AccANN = 94 |
| | Sherin M. Mathews et al. [38] | SVEB
VEB | Restricted Boltzmann machine (RBM) and deep belief networks (DBN) | MIT-BIH | AccSVEB = 93.63
AccVEB = 95.87 |
| | Ours | N
V
R
L
A | CNN and SVR by D-S evidence theory | MIT-BIH | SEN = 99.49
SPN = 99.88
PPVN = 99.49
AccN = 99.49
SEV = 98.56
SPV = 99.87
PPVV = 99.52
AccV = 99.04
SER = 98.48
SPR = 99.88
PPVR = 99.49
AccR = 99.98
SEL = 100
SPL = 99.87
PPVL = 99.51
AccL = 99.76
SEA = 98.96
SPA = 99.38;
PPVA = 97.45
AccA = 98.20
Acc = 99.64 |
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