Table 9.

Results obtained directly using 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	144,4	5,6	322,0	4,0	0,9627	0,9877	0,9798	0,9678	0,9975	24,878
	With LBP	137,2	12,8	316,4	9,6	0,9147	0,9706	0,9529	0,9246	0,9899	24,995
	Pipeline-1	146,0	4,0	322,0	4,0	0,9733	0,9877	0,9832	0,9733	0,9982	49,872
	Pipeline-2	146,0	4,0	321,8	4,2	0,9733	0,9871	0,9828	0,9726	0,9983	49,872
	Pipeline-3	147,0	3,0	321,0	5,0	0,9800	0,9847	0,9832	0,9735	0,9981	49,872
	Pipeline-4	143,4	6,6	323,0	3,0	0,9560	0,9908	0,9798	0,9676	0,9979	49,872
Second CNN Architecture	Without LBP	146,0	4,0	323,0	3,0	0,9733	0,9908	0,9853	0,9766	0,9977	51,817
	With LBP	133,8	16,2	315,6	10,4	0,8920	0,9681	0,9441	0,9096	0,9885	54,239
	Pipeline-1	148,0	2,0	322,6	3,4	0,9867	0,9896	0,9887	0,9821	0,9987	10,6056
	Pipeline-2	147,0	3,0	323,2	2,8	0,9800	0,9914	0,9878	0,9806	0,9988	10,6056
	Pipeline-3	148,8	1,2	322,0	4,0	0,9920	0,9877	0,9891	0,9828	0,9991	10,6056
	Pipeline-4	145,2	4,8	323,6	2,4	0,9680	0,9926	0,9849	0,9758	0,9975	10,6056