Research Article
Research on Classification of COVID-19 Chest X-Ray Image Modal Feature Fusion Based on Deep Learning
Table 3
Summary of the pretrained convolutional neural network architecture used in this study.
| Pretrained model | Input size | Layers | Size (MB) | Parameters (M) |
| ResNet50 | 224 × 224 | 50 | 98 | 23.52 | ResNet152 | 224 × 224 | 152 | 232 | 60.42 | Xception | 299 × 299 | 126 | 88 | 22.91 | InceptionResNetV2 | 299 × 299 | 572 | 215 | 55.87 | Model 1 | ResNet50 | 224 × 224 | 50 | 98 | 23.52 | Xception | 299 × 299 | 126 | 88 | 22.91 | InceptionV3 | 224 × 224 | 159 | 92 | 23.85 | Model 2 | DesenNet201 | 224 × 224 | 201 | 80 | 20.24 | VGG19 | 224 × 224 | 19 | 549 | 143.67 | Xception | 299 × 299 | 126 | 88 | 22.91 | ResNet152 | 224 × 224 | 152 | 232 | 60.42 | InceptionResNetV2 | 299 × 299 | 572 | 215 | 55.87 |
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