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

Table 3.

Performance of the Proposed CNN on the CT Dataset, max, Epochs = 40

OA MB Size LR Accuracy (%) Precision (%) Recall F_score
Adam 32 0.001 91.94 88.24 96.77 92.3
0.0001 93.07 91.75 94.77 93.23
64 0.001 90.32 90.32 90.32 90.32
0.0001 91.94 90.32 90.33 90.32
128 0.001 92.74 90.77 95.16 92.91
0.0001 87.1 83.82 91.94 87.69
RMS Prop 32 0.001 90.32 86.76 95.16 90.76
0.0001 75.81 79.63 69.35 74.13
64 0.001 91.13 94.74 87.1 90.75
0.0001 92.55 90.91 93.77 92.31
128 0.001 89.52 87.69 91.94 89.76
0.0001 91.94 89.39 95.16 92.18
SGDM 32 0.001 86.29 83.58 90.33 86.82
0.0001 89.52 86.57 93.55 89.92
64 0.001 84.68 81.16 90.32 85.49
0.0001 80.65 79.69 82.26 80.95
128 0.001 90.32 86.76 95.15 90.76
0.0001 82.26 80.3 85.48 82.8
Mean 88.45 86.8 90.49 88.52
Variance 21.78 19.44 40.03 23.24
Standard deviation 4.67 4.41 6.33 4.82