Research Article
Deep Learning-Aided Automated Pneumonia Detection and Classification Using CXR Scans
Table 5
Training and validation accuracy of proposed networks.
| Network | Training and test ratio (%) | Training accuracy | Validation accuracy |
| CNN | 80–20 | 0.89 | 0.93 | 70–30 | 0.90 | 0.94 | 60–40 | 0.89 | 0.90 |
| Xception | 80–20 | 0.86 | 0.94 | 70–30 | 0.86 | 0.93 | 60–40 | 0.82 | 0.86 |
| VGG16 | 80-20 | 0.78 | 0.94 | 70–30 | 0.78 | 0.93 | 60–40 | 0.76 | 0.88 |
| VGG19 | 80-20 | 0.91 | 0.93 | 70–30 | 0.92 | 0.88 | 60–40 | 0.91 | 0.89 |
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