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. 2022 Feb 4;592:389–401. doi: 10.1016/j.ins.2022.01.062

Table 11.

Performance comparison for Covid-19 detection. Also, Covid-19 positive cases are provided.

Authors Dataset size Performance (in %)
ACC AUC SPEC SEN
Das et al. (2020) [14] 18,524 CXRs: Covid-19 (972) 98.77 99.00 99.00 95.00
Togaçar et al. (2020) [17] 458 CXRs: Covid-19 (295) 97.78 95.74 98.86
Minaee et al. (2020) [19] 5,420 CXRs: Covid-19 (420) 98.00 95.80 91.00
Ozturk et al. (2020) [21] 1,127 CXRs: Covid-19 (127) 98.08 95.30 95.13
Chowdhury et al. (2020) [23] 3,487 CXRs: Covid-19 (423) 99.70 100.00 99.55 99.70
Aradhya et al. (2021) [13] 306 CXRs: Covid-19 (69) 79.76
Ismael et al. (2021) [25] 380 CXRs: Covid-19 (180) 92.63
Narin et al. (2021) [18] 14,194 CXRs: Covid-19 (341) 96.01 96.60 91.80
Mukherjee et al. (2021) [15] 336 CXRs: Covid-19 (168) 95.83 97.31 98.21 93.45
Mukherjee et al. (2021) [16] 260 CXRs: Covid-19 (130) 96.92 99.22 100.00 94.20
Bassi & Attux (2021) [20] 2,064 CXRs: Covid-19 (439) 100.00 99.98 99.99
Hussain et al. (2021) [22] 7,390 CXRs: Covid-19 (2,843) 99.12 97.36 95.36
Rahman et al. (2021) [24] 18,479 CXRs: Covid-19 (3,616) 99.65 100.00 95.59 94.56
Proposed DNN 2,541 CXRs: Covid-19 (1,200) 99.87 100.00 100.00 100.00