Table 19.

Results obtained by using the LL real and imaginary 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	143,0	7,0	323,0	3,0	0,9533	0,9908	0,9790	0,9662	0,9980	10,808
	With LBP	135,2	14,8	313,6	12,4	0,9013	0,9620	0,9429	0,9086	0,9863	10,820
	Pipeline-1	146,8	3,2	321,8	4,2	0,9787	0,9871	0,9845	0,9754	0,9983	21,627
	Pipeline-2	145,4	4,6	323,0	3,0	0,9693	0,9908	0,9840	0,9745	0,9983	21,627
	Pipeline-3	147,2	2,8	321,4	4,6	0,9813	0,9859	0,9845	0,9755	0,9987	21,627
	Pipeline-4	142,6	7,4	323,4	2,6	0,9507	0,9920	0,9790	0,9661	0,9977	21,627
Second CNN Architecture	Without LBP	145,2	4,8	322,8	3,2	0,9680	0,9902	0,9832	0,9732	0,9982	18,172
	With LBP	131,2	18,8	306,0	20,0	0,8747	0,9387	0,9185	0,8711	0,9797	18,135
	Pipeline-1	147,4	2,6	323,0	3,0	0,9827	0,9908	0,9882	0,9813	0,9985	36,307
	Pipeline-2	145,6	4,4	323,2	2,8	0,9707	0,9914	0,9849	0,9758	0,9986	36,307
	Pipeline-3	148,0	2,0	321,8	4,2	0,9867	0,9871	0,9870	0,9795	0,9990	36,307
	Pipeline-4	144,6	5,4	324,0	2,0	0,9640	0,9939	0,9845	0,9750	0,9980	36,307