Deep Learning-Aided Automated Pneumonia Detection and Classification Using CXR Scans

Table 6

Total number of FN, FP, TN, and TP for each of the three classes.

Model name	Training and test ratio	COVID-19				Normal				Pneumonia
		FN	FP	TN	TP	FN	FP	TN	TP	FN	FP	TN	TP
CNN	80–20%	13	2	554	243	1	30	486	295	22	4	548	238
	70–30%	29	2	832	355	37	14	760	407	8	58	770	382
	60–40%	30	13	1099	482	15	58	974	577	45	19	1085	475
VGG16	80–20%	13	1	555	243	0	47	469	296	40	5	547	220
	70–30%	23	6	828	361	4	60	714	440	49	10	818	341
	60–40%	46	10	1102	466	0	145	887	592	113	4	1100	407
VGG19	80-20%	12	1	555	244	0	49	467	296	40	2	550	220
	70–30%	24	5	829	360	9	70	704	435	62	20	808	328
	60–40%	38	5	1107	474	9	86	946	583	74	30	1074	446
Xception	80-20%	12	2	554	244	1	25	491	295	23	9	543	237
	70–30%	27	3	831	357	7	51	723	437	49	29	799	341
	60–40%	26	8	1104	486	0	89	943	592	83	12	1092	437