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Overall performance comparison of 3-class and binary classifier InceptionV3, ResNet50, and VGG19 models.
| Model | Classes | Mean Accuracy | Precision | Recall | Mean AUC |
|---|---|---|---|---|---|
| Inception V3 | COVID-19, Normal | 1 | 1 | 1 | 1 |
| COVID-19, Normal, Pneumonia | 97.10% | 0.9713 | 0.9710 | 0.9784 | |
| ResNet50 | COVID-19, Normal | 1 | 1 | 1 | 1 |
| COVID-19, Normal, Pneumonia | 98.55% | 0.9855 | 0.9855 | 0.9890 | |
| VGG19 | COVID-19, Normal | 1 | 1 | 1 | 1 |
| COVID-19, Normal, Pneumonia | 98.55% | 0.9855 | 0.9855 | 0.9893 |
