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

Table 5

Accuracy and STD for the i-2s-8c-2s-16c structure.

Epoch	DCNN-FuzzyWOA		DCNN-PSO		DCNN-GA		LeNet-5
	Accuracy	STD	Accuracy	STD	Accuracy	STD	Accuracy	STD
1	90.23	N/A	87.09	0.20	80.38	0.19	76.33	1.05
2	90.89	N/A	88.40	0.19	80.79	0.17	77.00	0.89
3	91.63	N/A	88.87	0.11	81.15	0.26	78.09	2.32
4	91.81	N/A	90.25	0.14	81.68	0.31	79.34	3.76
5	92.33	N/A	90.66	0.27	82.34	0.19	80.55	1.90
6	93.26	N/A	91.23	0.23	83.71	0.14	81.21	4.58
7	93.19	N/A	92.00	0.30	84.53	0.21	82.38	3.72
8	93.99	N/A	92.19	0.18	85.61	0.16	82.79	1.18
9	94.20	N/A	92.85	0.19	86.67	0.28	83.48	0.52
10	94.18	N/A	93.34	0.36	87.41	0.15	84.31	2.63
11	95.51	N/A	93.28	0.15	88.52	0.22	85.63	2.88
12	95.79	N/A	94.47	0.09	89.05	0.16	86.84	5.23
13	96.37	N/A	95.69	0.11	89.98	0.14	87.37	4.19
14	97.31	N/A	95.91	0.22	90.37	0.32	89.06	3.55
15	97.72	N/A	96.38	0.06	91.25	0.28	90.71	5.10
16	97.92	N/A	96.74	0.33	92.40	0.13	91.76	1.74
17	98.30	N/A	97.29	0.31	93.71	0.19	92.25	3.19
18	98.65	N/A	97.84	0.08	94.64	0.25	93.16	1.53
19	99.08	N/A	98.07	0.28	95.18	0.18	94.72	0.68
20	99.55	N/A	98.63	0.12	96.31	0.12	95.08	4.80