Wafaa A. Shalaby

A novel hybrid transformer-based framework (H-ConvNeXt–Swin) to classify brain tumors using MRI

This paper introduces a hybrid deep learning model combining ConvNeXt and Swin Transformer for classifying brain tumors from MRI scans. The ConvNeXt backbone is employed to obtain detailed local spatial features, whereas the Swin Transformer identifies hierarchical long-range dependencies, facilitating complementary fe...