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

Table 8

Correctly, incorrectly, and not detected among the three classes.

Network	Training and test ratio	COVID-19			Regular pneumonia			Normal
		Correctly detected	Incorrectly detected	Not detected	Correctly detected	Incorrectly detected	Not detected	Correctly detected	Incorrectly detected	Not detected
CNN	80–20%	243	1	13	239	5	20	294	29	29
	70–30%	335	3	29	378	54	12	409	19	35
	60–40%	482	14	30	480	16	40	576	56	16
Xception	80–20%	244	1	12	226	13	33	291	35	5
	70–30%	357	3	27	343	33	47	433	50	11
	60–40%	486	13	26	435	15	85	588	87	4
VGG19	80–20%	244	0	12	216	3	43	295	53	1
	70–30%	360	1	24	331	17	59	438	71	6
	60–40%	476	9	38	580	87	12	443	31	77
VGG16	80–20%	243	1	13	212	5	4	296	54	0
	70–30%	361	4	23	343	9	47	440	61	4
	60–40%	466	11	46	386	4	134	592	165	0