Table 4.
Classification results of experiment 2: Using SMOTE balancing technique.
Dataset | CNN | ACC (%) | SEN (%) | SPE (%) | PPV (%) | NPV (%) | F1 (%) | AUC (%) |
---|---|---|---|---|---|---|---|---|
Dataset 1 | DenseNet201 | 98.64 | 98.36 | 99.35 | 98.64 | 98.64 | 98.63 | 98.97 |
CheXNet | 97.51 | 97.50 | 98.75 | 97.51 | 97.51 | 97.50 | 98.20 | |
Xception | 96.15 | 96.15 | 98.07 | 96.15 | 96.15 | 96.14 | 96.94 | |
ResNet152 | 95.46 | 95.64 | 97.73 | 95.46 | 95.46 | 95.46 | 96.60 | |
VGG19 | 98.19 | 98.19 | 99.09 | 98.19 | 98.19 | 98.19 | 98.63 | |
MobileNetV2 | 97.51 | 97.51 | 98.75 | 97.54 | 97.54 | 97.50 | 98.13 | |
Dataset 2 | DenseNet201 | 92.28 | 92.20 | 96.10 | 92.20 | 92.20 | 92.20 | 94.38 |
CheXNet | 91.19 | 91.19 | 95.59 | 91.18 | 91.18 | 91.12 | 93.42 | |
Xception | 89.44 | 89.43 | 94.71 | 89.43 | 89.43 | 89.43 | 91.81 | |
ResNet152 | 91.82 | 91.82 | 95.91 | 91.82 | 91.82 | 91.82 | 93.84 | |
VGG19 | 92.08 | 92.07 | 96.03 | 92.08 | 92.08 | 92.07 | 93.95 | |
MobileNetV2 | 83.31 | 89.30 | 94.65 | 89.41 | 89.41 | 89.29 | 92.16 | |
Dataset 3 | DenseNet201 | 92.71 | 92.71 | 96.36 | 92.77 | 92.77 | 92.71 | 90.66 |
CheXNet | 92.02 | 92.02 | 92.02 | 96.01 | 96.01 | 92.10 | 89.54 | |
Xception | 90.00 | 90.01 | 95.00 | 90.00 | 90.00 | 90.02 | 86.53 | |
ResNet152 | 91.32 | 91.32 | 95.66 | 91.32 | 91.32 | 91.32 | 88.93 | |
VGG19 | 93.66 | 93.66 | 96.83 | 93.66 | 93.66 | 93.66 | 92.00 | |
MobileNetV2 | 91.38 | 91.38 | 95.69 | 91.65 | 91.65 | 91.35 | 89.00 |