Table 1.
Achievements of pretrained deep CNN models and SVM classifiers on COVID-19 detection.
Accuracy (%) |
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Method: SVM | ResNet18 | ResNet50 | ResNet101 | VGG16 | VGG19 | Average |
Linear Kernel | 86.3 | 94.7 | 88.4 | 89.5 | 88.4 | 89.5 |
Quadratic Kernel | 87.4 | 91.6 | 89.5 | 89.5 | 87.4 | 89.1 |
Cubic Kernel | 89.5 | 90.5 | 91.6 | 90.5 | 89.5 | 90.3 |
Gaussian Kernel | 86.3 | 93.7 | 88.4 | 89.5 | 87.4 | 89.1 |
Average | 87.4 | 92.6 | 89.5 | 89.8 | 88.1 |