Zi-Ning Guo

CardioGraphFormer based automated cardiomegaly detection from chest radiographs using graph-enhanced deep learning

An automated deep learning–based framework for detecting cardiomegaly from chest X-ray images that integrates convolutional neural networks with transformer and graph-based reasoning to capture both local anatomical features and global structural relationships of the cardiac region is presented.