Table 8.

An evaluation of COVID-19 patient detection papers from the cutting-edge methods (numbers were calculated by percent).

Authors	Method	Precision	Recall	F1	ACC	Security?	TL?
Scarpiniti, Sarv Ahrabi [68]	A histogram-based	90.1	90.3	90.4	91	No	No
Perumal, Narayanan [69]	CNN	92.3	91.5	92.6	93	No	No
Uemura, Näppi [70]	GAN	95.1	95.4	96	95.3	No	No
Zhao, Xu [71]	3D V-Net	97.4	97.7	97.2	98.7	No	No
Hu, Huang [72]	DNN	97.2	97.1	98.2	99	No	No
Toğaçar, Muzoğlu [73]	CNN	97.6	97.3	98.1	99.1	No	No
Castiglione, Vijayakumar [74]	ADECO-CNN	98.2	98.6	98.4	99	No	Yes
Kumar, Khan [19]	FL	98.3	98.5	98.6	99.1	Yes	No
Ours	Lightweight CNN	99.9	99.40	99.4	99.76	Yes	Yes