Gyu Sang Choi

A monotonic multi-expert Vision Transformer for clinically reliable chest X-ray classification

Introduction Chest X-ray (CXR)-based recognition of pulmonary diseases remains challenging due to overlapping radiographic patterns, class imbalance, and variability across imaging sources. These factors often lead to unstable performance in large-scale multi-class classification tasks. Methods In this study, pulmonary...