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

Table 2.

Classification results: without balancing technique.

Dataset CNN ACC (%) SEN (%) SPE (%) PPV (%) NPV (%) F1 (%) AUC (%)
Dataset 1 DenseNet201 97.51 97.51 98.01 97.50 95.41 97.50 97.59
CheXNet 96.15 96.14 98.07 96.15 94.18 96.14 97.01
Xception 97.05 97.05 98.53 97.05 96.65 97.05 97.10
ResNet152 95.46 95.46 95.50 95.46 94.43 95.48 96.60
VGG19 97.15 97.15 98.59 97.16 96.42 97.15 97.43
MobileNetV2 94.10 94.08 97.16 94.13 93.21 94.10 95.58

Dataset 2 DenseNet201 92.60 92.30 96.10 92.34 93.54 92.25 94.41
CheXNet 90.49 90.43 95.47 90.50 82.90 90.40 93.40
Xception 88.94 88.91 93.96 88.90 90.42 91.44 92.34
ResNet152 90.19 90.20 95.59 90.18 89.92 90.20 92.52
VGG19 92.58 92.50 96.28 92.57 91.86 92.50 93.52
MobileNetV2 89.94 89.90 94.49 90.28 87.58 90.10 92.42

Dataset 3 DenseNet201 91.63 93.85 96.92 91.69 91.15 91.66 88.70
CheXNet 89.38 89.34 94.88 86.38 84.66 88.72 88.00
Xception 91.44 91.42 95.72 91.40 89.56 91.44 88.61
ResNet152 91.89 91.96 96.94 92.00 90.05 91.91 88.06
VGG19 91.60 91.60 95.80 91.60 90.98 91.57 93.85
MobileNetV2 91.44 91.51 95.72 91.44 90.07 91.57 88.45