Table 5.

Performance of the proposed CNN on X-ray dataset, max. Epochs = 30 (%)

OA	M-B Size	LR	Accuracy	Precision	Recall	F_score
Adam	32	0.001	89.13	87.49	88.51	87.99
		0.0001	85.46	85.42	90.47	87.87
	64	0.001	88.43	86.5	89.5	87.97
		0.0001	90.22	92.28	88.73	90.47
	128	0.001	86.62	88.44	86.28	87.34
		0.0001	88.23	92.71	85.28	88.83
RMS Prop	32	0.001	90.95	91.53	88.45	89.96
		0.0001	89.85	93.64	84.89	89.05
	64	0.001	84.01	83.43	88.5	85.89
		0.0001	88.35	87.38	88.34	87.85
	128	0.001	89.04	90.41	88.5	89.4
		0.0001	89.85	88.5	89.26	88.87
SGDM	32	0.001	88.56	85.8	88.58	87.16
		0.0001	80.17	79.18	86.29	82.58
	64	0.001	84.31	87.47	82.73	85.03
		0.0001	85.97	84.77	80.21	82.42
	128	0.001	85.01	84.94	83.26	84.09
		0.0001	82.54	85.35	84.44	84.89
Mean Value			87.04	87.5	86.8	87.09
Variance			8.3	12.6	7.3	5.5
Standard deviation			2.88	3.5	2.7	2.3