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. 2020 Nov 17;14:870. doi: 10.3389/fnins.2020.00870

Table 6.

The overall performance of double classes classification.

Method Study Accuracy Our accuracy
1-D-LBP + FT/BN Kaya et al., 2014 99.50
FFT and Decision tree Polat and Güneş, 2007 98.70
A-E Wavelet transform Lee et al., 2014 98.17 99.93
Artificial neural networks Nigam and Graupe, 2004 97.50
CWT + CNN Türk and Özerdem, 2019 99.50
Robust CNN Zhao et al., 2020 99.11
CNN + M-V Ullah et al., 2018 99.6
B-E CWT + CNN Türk and Özerdem, 2019 99.50 99.72
DTCWT + GRNN Swami et al., 2016 98.9
DWT + NB/KNN Sharmila, 2016 99.25
CWT + CNN Türk and Özerdem, 2019 98.50
CCNN + M-V Ullah et al., 2018 99.1
C-E DTCWT + GRNN Swami et al., 2016 98.7 99.35
Robust CNN Zhao et al., 2020 99.1
P-1D-CNN Ullah et al., 2018 98.02
TQWT- K-NN Entropy Abhijit et al., 2017 98.00
CEEMDAN + RF Jia et al., 2017 98.00
D-E DTCWT + GRNN Swami et al., 2016 98.00 98.76
Robust CNN Zhao et al., 2020 97.63
WPE + SVM Tawfik et al., 2016 96.50
DWT + NB/KNN Sharmila, 2016 99.16
AB-E DTCWT + GRNN Swami et al., 2016 99.2 99.75
Robust CNN Zhao et al., 2020 99.38
BC-E DWT+NB/K-NN Sharmila, 2016 98.3 99.38
1-D-LBP + FT/BN Kaya et al., 2014 97.00
CD-E DWT + NB/KNN Sharmila, 2016 98.75 98.84
Robust CNN Zhao et al., 2020 98.03
1-D-LBP + FT/BN Kaya et al., 2014 95.67
A-D-E LSP-SVM Tuncer et al., 2019 95.67 97.81
TQWT-QSP + 1N Aydemir et al., 2020 99.67
LSP-SVM Tuncer et al., 2019 93.0
A-B-C-D-E Robust CNN Zhao et al., 2020 93.55 94.01