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. 2020 Nov 4;51(5):2740–2763. doi: 10.1007/s10489-020-02019-1

Table 15.

Results obtained using the LL, LH, HL real sub-bands obtained by applying DT-CWT to the chest X-ray images (second training-test data set)

CNN Type Method TP FN TN FP SEN SPE ACC F-1 AUC CPU Time
First CNN Architecture Without LBP 145,4 4,6 322,8 3,2 0,9693 0,9902 0,9836 0,9739 0,9974 13,986
With LBP 132,0 18,0 309,8 16,2 0,8800 0,9503 0,9282 0,8852 0,9807 14,043
Pipeline-1 146,6 3,4 320,8 5,2 0,9773 0,9840 0,9819 0,9715 0,9979 28,029
Pipeline-2 146,4 3,6 322,6 3,4 0,9760 0,9896 0,9853 0,9766 0,9982 28,029
Pipeline-3 147,8 2,2 320,6 5,4 0,9853 0,9834 0,9840 0,9749 0,9986 28,029
Pipeline-4 144,2 5,8 323,0 3,0 0,9613 0,9908 0,9815 0,9704 0,9970 28,029
Second CNN Architecture Without LBP 144,6 5,4 323,4 2,6 0,9640 0,9920 0,9832 0,9730 0,9985 21,551
With LBP 135,0 15,0 308,2 17,8 0,9000 0,9454 0,9311 0,8918 0,9828 21,720
Pipeline-1 146,6 3,4 323,0 3,0 0,9773 0,9908 0,9866 0,9786 0,9987 43,271
Pipeline-2 145,6 4,4 323,0 3,0 0,9707 0,9908 0,9845 0,9752 0,9989 43,271
Pipeline-3 147,2 2,8 322,4 3,6 0,9813 0,9890 0,9866 0,9787 0,9987 43,271
Pipeline-4 144,0 6,0 324,0 2,0 0,9600 0,9939 0,9832 0,9729 0,9987 43,271