Research Article
Comparison and Validation of Deep Learning Models for the Diagnosis of Pneumonia
Table 3
The five CNNs’ average of their training set accuracy, training set loss, validation set accuracy, and validation set loss.
| | Accuracy | Loss | Val_accuracy | Val_loss |
| MobileNet | 0.94454 | 0.15300 | 0.87119 | 0.25509 | ResNet-18 | 0.98795 | 0.03783 | 0.85388 | 0.28453 | ResNet-50 | 0.94342 | 0.13564 | 0.82982 | 0.37387 | VGG19 | 0.94318 | 0.18500 | 0.86044 | 0.50610 | CNN | 0.93980 | 0.15152 | 0.72090 | 0.51290 |
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