Framework of ConvNeXt model. ConvNeXt adopts a modular design approach similar to Transformer, dividing the network structure into multiple identical modules for easy expansion and maintenance. The network adopts a standardized connection method between each module, which facilitates information transmission and gradient flow. Although ConvNeXt does not introduce particularly complex or novel structures, it achieved good performance by effectively integrating and applying existing methods.