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. 2021 Sep 7;16(9):e0256630. doi: 10.1371/journal.pone.0256630

Table 6. Results of extensive experiments performed to determine the base learners for forming the ensemble in this study.

Model-1 Model-2 Model-3 Acc(%) Pre(%) Rec(%) F1(%)
NasNetMobile MobileNet v2 ResNet-152 96.67 96.70 96.67 96.68
NasNetMobile MobileNet v2 ResNet-50 97.00 97.02 97.01 97.01
NasNetMobile MobileNet v2 DenseNet-169 96.41 96.40 96.41 96.41
NasNetMobile MobileNet v2 DenseNet-201 96.06 96.21 96.07 96.11
MobileNet v2 ResNet-152 DenseNet-169 96.92 97.03 96.92 96.95
MobileNet v2 ResNet-50 DenseNet-169 97.77 97.82 97.78 97.79
MobileNet v2 ResNet-50 DenseNet-201 95.98 96.40 95.98 96.06
MobileNet v2 ResNet-152 DenseNet-201 94.87 95.57 94.87 94.99
NasNetMobile ResNet-152 DenseNet-169 95.21 95.71 95.21 95.31
NasNetMobile ResNet-152 DenseNet-201 92.56 94.06 92.56 92.81
NasNetMobile ResNet-50 DenseNet-169 96.41 96.66 96.41 96.46
NasNetMobile ResNet-50 DenseNet-201 92.99 94.28 92.99 93.20
GoogLeNet ResNet-152 DenseNet-121 97.17 97.37 97.18 97.21
GoogLeNet ResNet-152 DenseNet-201 95.04 95.65 95.04 95.15
GoogLeNet ResNet-18 DenseNet-201 98.20 98.23 98.21 98.21
GoogLeNet MobileNet v2 DenseNet-121 98.29 98.29 98.29 98.29
GoogLeNet ResNet-18 MobileNet v2 98.54 98.54 98.55 98.54
GoogLeNet MobileNet v2 NasNetMobile 98.12 98.13 98.12 98.11
GoogLeNet ResNet-18 DenseNet-121 98.81 98.82 98.80 98.35