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

Table 4

Accuracy per class.

Dataset	Model	Normal		Pneumonia		COVID-19
		Train	Test	Train	Test	Train	Test
COVID-19 X-ray	AlexNet	90.2	89.5	89.2	88.5	90.6	91.8
	GoogLeNet	90.1	89.8	90.3	91.5	91.3	92.5
	Proposed DCGAN-CNN	92.9	91.6	93.4	91.9	95.6	94.3
COVID Chest X-ray	AlexNet	91.6	90.8	87.6	90.8	92.3	93.6
	GoogLeNet	90.5	89.5	89.5	88.5	92.2	91.1
	Proposed DCGAN-CNN	93.6	92.4	94.6	93.4	93.5	94.3
COVID-19 Radiography	AlexNet	95.6	94.8	93.6	94.3	94.5	94.9
	GoogLeNet	94.5	93.8	92.5	91.8	91.4	91.6
	Proposed DCGAN-CNN	98.2	97.9	97.4	98.2	95.7	96.8
CoronaHack-Chest X-Ray	AlexNet	96.7	95.3	90.7	90.3	95.6	96.2
	GoogLeNet	95.5	94.8	92.5	93.8	93.8	94.2
	Proposed DCGAN-CNN	98.8	98.7	98.4	97.6	98.2	98.6