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Table 6 Rank of blue channel classifiers by performance analysis

From: Detection of leukocoria using a soft fusion of expert classifiers under non-clinical settings

 

ANN1

ANN2

ANN3

DA1

DA2

SVM1

SVM2

SVM3

SVM4

RMSE

0.863 (8)

0.858 (7)

0.851 (6)

0.827 (4)

0.866 (9)

0.803 (3)

0.848 (5)

0.791 (1)

0.792 (2)

NRMSE

0.888 (8)

0.883 (7)

0.876 (6)

0.851 (4)

0.891 (9)

0.826 (3)

0.873 (5)

0.814 (1)

0.815 (2)

|μ ε |

0.063 (9)

0.058 (7)

0.063 (8)

0.024 (2)

0.029 (4)

0.043 (6)

0.029 (3)

0.018 (1)

0.036 (5)

σ ε

0.862 (8)

0.858 (7)

0.851 (6)

0.830 (4)

0.868 (9)

0.805 (3)

0.851 (5)

0.793 (1)

0.794 (2)

ACC

0.813 (8)

0.816 (7)

0.818 (6)

0.829 (4)

0.813 (9)

0.839 (3)

0.820 (5)

0.844 (1)

0.843 (2)

TPR

0.876 (2)

0.876 (3)

0.880 (1)

0.853 (7)

0.838 (9)

0.854 (6)

0.844 (8)

0.868 (4)

0.860 (5)

FPR

0.291 (9)

0.284 (8)

0.284 (7)

0.212 (4)

0.230 (6)

0.186 (2)

0.221 (5)

0.197 (3)

0.186 (1)

SPC

0.709 (9)

0.716 (8)

0.716 (7)

0.788 (4)

0.770 (6)

0.814 (2)

0.779 (5)

0.803 (3)

0.814 (1)

PPV

0.834 (9)

0.838 (8)

0.838 (7)

0.870 (4)

0.858 (6)

0.884 (2)

0.864 (5)

0.880 (3)

0.885 (1)

NPV

0.775 (5)

0.776 (4)

0.782 (2)

0.763 (7)

0.741 (9)

0.770 (6)

0.750 (8)

0.784 (1)

0.777 (3)

FDR

0.166 (9)

0.162 (8)

0.162 (7)

0.130 (4)

0.142 (6)

0.116 (2)

0.136 (5)

0.120 (3)

0.115 (1)

MCC

0.597 (9)

0.602 (8)

0.608 (6)

0.638 (4)

0.604 (7)

0.661 (3)

0.619 (5)

0.668 (2)

0.669 (1)

F 1

0.854 (8)

0.856 (6)

0.858 (5)

0.862 (4)

0.848 (9)

0.869 (3)

0.854 (7)

0.874 (1)

0.873 (2)

BER

0.208 (9)

0.204 (8)

0.202 (7)

0.179 (4)

0.196 (6)

0.166 (3)

0.188 (5)

0.165 (2)

0.163 (1)

AUC

0.792 (9)

0.796 (8)

0.798 (7)

0.821 (4)

0.804 (6)

0.834 (3)

0.812 (5)

0.835 (2)

0.837 (1)

κ

0.595 (9)

0.600 (8)

0.606 (6)

0.637 (4)

0.603 (7)

0.660 (3)

0.619 (5)

0.668 (2)

0.668 (1)

Avg.

8.00

7.00

5.88

4.24

7.41

3.29

5.35

1.88

1.94

  1. The data in boldface indicates the best ranked method of each row, with the exception of the last row, which indicates the best three classifiers.