DCNN-FuzzyWOA: Artificial Intelligence Solution for Automatic Detection of COVID-19 Using X-Ray Images

Table 6

Time required to compute and standard deviation for the the i-2s-8c-2s-16c structure.

Epoch	DCNN-FuzzyWOA		DCNN-PSO		DCNN-GA		LeNet-5
	Time	STD	Time	STD	Time	STD	Time	STD
1	83.35	N/A	110.21	1.04	117.43	1.53	154.51	3.74
2	118.24	N/A	200.17	1.02	158.53	1.64	202.19	2.83
3	165.75	N/A	275.68	2.08	215.37	2.57	244.28	1.97
4	218.60	N/A	311.72	1.07	262.71	1.67	315.37	2.55
5	293.19	N/A	364.33	1.23	321.14	0.91	376.63	3.77
6	321.71	N/A	446.17	2.11	365.31	3.16	418.18	1.84
7	353.63	N/A	528.91	1.56	442.28	2.27	546.92	3.74
8	384.28	N/A	593.53	1.84	550.28	2.16	573.11	4.58
9	410.46	N/A	625.34	2.42	628.31	1.13	535.63	2.63
10	496.39	N/A	670.81	3.86	680.32	4.28	632.27	0.63
11	508.77	N/A	741.73	3.07	734.62	5.33	689.81	3.27
12	542.91	N/A	799.84	1.73	783.49	2.59	722.35	3.36
13	596.72	N/A	842.59	1.69	853.78	1.49	793.44	1.25
14	663.85	N/A	891.70	2.37	892.75	2.27	835.23	2.80
15	689.51	N/A	928.91	2.08	913.36	1.56	947.95	2.33
16	734.38	N/A	974.32	1.87	936.77	2.23	1025.52	4.20
17	770.41	N/A	1011.30	3.76	980.19	1.44	1098.37	0.76
18	829.13	N/A	1063.85	1.95	1032.83	1.78	1110.50	1.58
19	857.67	N/A	1127.63	2.32	1163.27	2.56	1153.48	0.99
20	945.61	N/A	1201.21	1.89	1262.46	5.11	1398.13	1.81