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. 2021 Mar 2;13(4):2025–2043. doi: 10.1007/s12652-021-02967-7

Table 4.

Performance of the proposed CNN using CT dataset, max. epochs = 50. (%)

OA M-B Size LR Accuracy Precision Recall F_score
Adam 32 0.001 90.32 87.88 93.55 90.62
0.0001 93.61 92.31 93.77 93.03
64 0.001 89.52 86.57 93.55 89.92
0.0001 87.9 86.15 90.32 88.18
128 0.001 90.32 93.1 87.1 90
0.0001 84.68 87.72 80.65 84.03
RMS Prop 32 0.001 92.74 90.77 94.16 92.43
0.0001 93.97 94.72 93.16 93.93
64 0.001 93.77 93.14 92.72 92.92
0.0001 94.35 96.61 91.94 94.21
128 0.001 89.52 90.16 88.71 89.42
0.0001 90.32 89.06 91.94 90.47
SGDM 32 0.001 93.55 90.91 96.77 93.74
0.0001 85.48 82.35 90.32 86.15
64 0.001 88.71 82.43 98.39 89.7
0.0001 80.65 81.67 79.03 80.32
128 0.001 91.94 91.94 91.94 91.94
0.0001 86.28 86.89 85.48 86.17
Mean 89.87 89.13 90.75 89.84
Variance 13.46 17.47 23.9 13.2
Standard deviation 3.67 4.18 4.9 3.6