Table 6.

Performance of the Proposed CNN using X-ray Dataset, max. Epochs = 40. (%)

OA	MB Size	LR	Accuracy	Precision	Recall	F_score
Adam	32	0.001	90.35	88.16	92.31	90.18
		0.0001	90.9	90.37	91.31	90.83
	64	0.001	88.15	89.24	88.36	88.79
		0.0001	90.73	89.54	88.87	89.2
	128	0.001	91.57	88.69	92.7	90.65
		0.0001	86.93	83.74	90.38	86.93
RMS Prop	32	0.001	89.17	85.63	90.7	88.09
		0.0001	88.64	84.55	87.89	86.18
	64	0.001	89.66	92.66	85.64	89.01
		0.0001	91.38	89.83	92.31	91.05
	128	0.001	89.35	86.41	90.48	88.39
		0.0001	90.77	88.31	91.7	89.97
SGDM	32	0.001	85.52	84.5	88.47	86.43
		0.0001	88.35	85.49	92.09	88.66
	64	0.001	84.51	80.08	88.86	84.24
		0.0001	83.44	80.61	80.08	80.34
	128	0.001	89.15	85.38	92.69	88.88
		0.0001	85.09	81.42	84.12	82.74
Mean			88.54	86.4	89.4	87.8
Variance			5.8	11.75	10.68	8.01
Standard deviation			2.4	3.43	3.27	2.83