Deep Learning Algorithm for COVID-19 Classification Using Chest X-Ray Images

Table 3

Summary of results.

Dataset	Number of images	Model	Training accuracy	Testing accuracy	Time elapsed (min)
COVID-19 X-ray	188	AlexNet	90.2	92.2	24
		GoogLeNet	89.4	91.4	35
		Proposed DCGAN-CNN	93.8	94.8	30
COVID Chest X-ray	803	AlexNet	92.5	93.5	129
		GoogLeNet	88.5	90.5	135
		Proposed DCGAN-CNN	94.6	96.6	125
COVID-19 Radiography	5910	AlexNet	96.3	96.7	2563
		GoogLeNet	94.5	95.5	2660
		Proposed DCGAN-CNN	98.4	98.5	1960
CoronaHack-Chest X-Ray	5911	AlexNet	96.2	97.2	2663
		GoogLeNet	95.4	96.4	2726
		Proposed DCGAN-CNN	97.6	98.6	2116