Table 21.

Comparison of the best results obtained in experiments (COVID-19 Pneumonia/Other Pneumonia classification)

CNN type	Input type	SEN	SPE	ACC	F-1	AUC	CPU time
2D-Mobilenetv2	Original + LE	0.99559	0.99649	0.99609	0.99559	0.99953	1.61581
2D-Resnet101	Original + LBP	0.99442	0.99485	0.99466	0.99398	0.99959	3.37402
2D-Googlenet	Original + LBP + LE	0.99442	0.99485	0.99466	0.99398	0.99942	0.92986
2D-Googlenet	Original	0.98737	0.99743	0.99297	0.99203	0.99922	0.77573
2D-Googlenet	Original + LBP	0.99090	0.99602	0.99375	0.99294	0.99957	0.85580
24-layers 3D-CNN	(Original + LE) × 12	0.99618	0.99392	0.99492	0.99428	0.99971	4.93204
24-layers 3D-CNN	(LBP) × 24	0.99559	0.99672	0.99622	0.99574	0.99976	4.98608
24-layers 3D-CNN	(Original + LBP + LE) × 8	0.99589	0.99555	0.99570	0.99516	0.99981	5.08685

The highest results obtained are marked in bold