Research Article
Multiclass Convolution Neural Network for Classification of COVID-19 CT Images
Table 5
The performance metrics on the test sets.
| CNN architecture | TPR sensitivity | TNR specificity | Positive predictive value (PPV) precision | Negative predictive value (NPV) | Accuracy | F1 score |
| DenseNet201 | 93.809 | 90.00 | 89.14 | 94.323 | 91.78 | 91.41531 | GoogLeNet | 80.952 | 72.50 | 72.034 | 81.308 | 76.44 | 76.23318 | ResNet 50 | 86.19 | 95.83 | 94.764 | 88.803 | 91.33 | 90.27431 | ResNet 101 | 88.571 | 99.58 | 99.465 | 90.875 | 94.44 | 93.70277 | ResNet 152 | 90 | 98.33 | 97.927 | 91.829 | 94.44 | 93.79653 | ResNeXt101 | 95.714 | 100.00 | 100 | 96.386 | 98.00 | 97.81022 |
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