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

Table 2.

Performance of the proposed CNN using CT dataset, max, Epochs = 30 (%)

OA MB Size LR Accuracy Precision Recall F_score
Adam 32 0.001 91.39 90.88 89.33 90.09
0.0001 90.55 86.71 92.39 89.45
64 0.001 89.52 88.89 90.32 89.59
0.0001 92.16 93.67 90.55 92.08
128 0.001 88.71 90 87.1 88.52
0.0001 90.32 93.1 87.1 90
RMS Prop 32 0.001 92.04 92.92 90.32 91.6
0.0001 91.94 94.83 88.71 91.66
64 0.001 87.1 84.85 90.32 87.49
0.0001 90.74 88.77 91.16 89.94
128 0.001 91.13 91.8 90.32 91.05
0.0001 91.94 89.39 91.18 90.27
SGDM 32 0.001 90.55 87.19 90.4 88.76
0.0001 82.26 78.57 88.71 83.33
64 0.001 86.1 88.86 84.55 86.65
0.0001 83.06 85.96 79.03 82.34
128 0.001 87.1 88.33 85.48 86.88
0.0001 84.68 86.44 82.26 84.29
Mean Value 88.96 88.95 88.29 88.55
Variance 9.54 13.9 11.54 7.8
Standard deviation 3.09 3.73 3.4 2.79