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 |