Fig 1.
(a): Normal chest X-ray image, (b): Chest X-ray image of patients with pneumonia.
Table 1.
Enhanced processing methods for data.
Fig 2.
Simplified inception structure diagram.
Fig 3.
Enhanced inception structure.
Table 2.
The number of parameters of xception-CNN.
Fig 4.
Fusion of Xception and LSTM models.
Table 3.
Test optimizer.
Fig 5.
The number of normal and pneumonia images in the training set.
Fig 6.
Classification model evaluation index-confusion matrix.
Fig 7.
Rate of change indicator.
Table 4.
Comparison of different experimental work data.
Fig 8.
(a): Schematic diagram of loss change, (b): Schematic diagram of accuracy rate change.