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. 2022 Aug 29;129:109588. doi: 10.1016/j.asoc.2022.109588

Table 3.

Classification results of experiment 1: Using weighted class balancing technique.

Dataset CNN ACC (%) SEN (%) SPE (%) PPV (%)(%) NPV (%) F1 (%) AUC (%)
Dataset 1 DenseNet201 121 96.60 96.59 98.29 96.58 94.58 96.36 97.80
CheXNet 98.87 98.86 99.43 100.00 98.61 98.21 99.15
Xception 95.92 95.91 97.95 95.92 92.90 95.91 96.94
ResNet152 97.51 97.50 98.75 97.51 95.22 97.50 98.13
VGG19 98.41 98.41 99.20 98.41 96.43 98.41 98.81
MobileNetV2 95.69 95.69 97.84 95.69 93.90 95.69 96.76

Dataset 2 DenseNet201 93.58 93.58 96.79 93.58 90.18 93.58 95.38
CheXNet 91.82 91.82 95.91 97.27 95.70 73.00 94.09
Xception 89.94 89.91 94.96 90.05 88.15 89.55 92.34
ResNet152 87.55 87.56 93.77 89.29 90.29 90.86 93.81
VGG19 92.97 92.87 96.48 92.92 91.86 92.97 91.21
MobileNetV2 91.57 91.57 95.78 91.57 90.17 91.68 93.86

Dataset 3 DenseNet201 94.00 93.85 96.92 93.94 92.04 94.87 94.08
CheXNet 92.97 92.96 96.48 92.96 90.41 92.93 93.06
Xception 93.00 92.91 96.45 93.00 90.12 92.87 93.62
ResNet152 90.43 90.43 95.21 90.42 89.37 90.37 89.00
VGG19 94.87 94.87 97.43 94.92 92.98 94.87 94.86
MobileNetV2 95.69 91.51 95.51 91.62 88.53 91.57 90.69