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

Table 3

Accuracy and STD for the i-2s-6c-2s-12c structure.

Epoch	DCNN-FuzzyWOA		DCNN-PSO		DCNN-GA		LeNet-5
	Accuracy	STD	Accuracy	STD	Accuracy	STD	Accuracy	STD
1	91.44	N/A	89.71	0.48	81.08	0.11	77.24	0.71
2	91.94	N/A	90.08	0.22	82.05	0.24	78.41	0.23
3	92.09	N/A	90.89	0.45	83.40	0.13	78.99	0.41
4	92.73	N/A	91.53	0.43	85.66	0.12	79.66	0.95
5	93.51	N/A	92.66	0.34	86.91	0.35	80.11	0.19
6	93.84	N/A	92.99	0.38	87.25	0.16	81.25	0.33
7	94.11	N/A	93.35	0.37	88.82	0.24	82.32	0.71
8	94.62	N/A	93.83	0.24	89.33	0.18	83.41	0.91
9	94.77	N/A	94.16	0.33	90.14	0.16	84.53	0.15
10	95.14	N/A	94.51	0.32	90.57	0.42	85.82	0.36
11	95.87	N/A	94.93	0.31	91.27	0.16	86.28	0.37
12	96.29	N/A	95.10	0.30	91.89	0.30	87.23	0.26
13	96.71	N/A	95.65	0.29	92.51	0.21	89.51	0.83
14	96.64	N/A	96.27	0.44	93.34	0.39	90.19	0.31
15	97.88	N/A	96.69	0.23	93.97	0.17	91.50	0.66
16	98.07	N/A	97.04	0.22	94.43	0.41	92.08	0.47
17	98.60	N/A	97.80	0.19	94.82	0.26	93.61	0.62
18	99.13	N/A	98.13	0.67	95.60	0.18	94.33	0.59
19	99.72	N/A	98.61	0.12	96.52	0.33	94.91	0.51
20	100	N/A	98.76	0.09	96.71	0.10	95.14	0.13