Comparative Analysis of ResNet-50 Network Models for Enhanced Classification Performance

Firstly, we compared the classification performance of three network models, as shown in Table 3, which includes the original ResNet-50 network, the improved ResNet-50-a model proposed in Section 3.2.1 of this paper, and the ResNet-50-B model obtained by incorporating the modifications proposed in Section 3.2.2 into the ResNet-50-a model. Finally, the model was compared with other state-of-the-art models.