Table 7.

Performance of the Proposed CNN using X-ray Dataset, max. Epochs = 50. (%)

OA	MB size	LR	Accuracy	Precision	Recall	F_score
Adam	32	0.001	88.91	86.31	90.67	88.43
		0.0001	91.22	91.94	91.39	91.66
	64	0.001	87.11	85.12	90.67	87.8
		0.0001	86.49	84.75	89.44	87.03
	128	0.001	86.91	90.73	86.41	88.51
		0.0001	82.87	86.35	78.37	82.16
RMS prop	32	0.001	92.36	89.34	92.89	91.08
		0.0001	91.56	92.35	91.28	91.81
	64	0.001	91.36	91.47	89.84	90.64
		0.0001	90.94	92.44	90.26	91.33
	128	0.001	87.17	89.79	85.83	87.76
		0.0001	87.51	88.69	90.3	89.48
SGDM	32	0.001	91.14	89.14	92.23	90.65
		0.0001	87.47	80.28	88.8	84.32
	64	0.001	88.23	86.06	90.51	88.22
		0.0001	82.24	83.3	85.15	84.21
	128	0.001	88.53	90.52	91.06	90.78
		0.0001	83.86	85.56	85.11	85.33
Mean			88.1	88	88.9	88.4
Variance			8.6	11.26	11.79	7.8
Standard Deviation			2.9	3.36	3.4	2.79