Open access
Jul 2026
Integrating Local and Global Representation Learning for Pediatric Pneumonia Detection: A Hybrid CNN–Transformer Ensemble Framework
Background/Objectives: Pneumonia remains a leading cause of childhood morbidity and mortality worldwide. Accurate interpretation of pediatric chest radiographs is challenging because of anatomical variability, subtle radiographic findings, and inter-observer variability. This study evaluates different CNN–Transformer e...
Ece Meltem Yalçın, Hayriye Tanyıldız, Serpil Aslan et al.
· Diagnostics · 1 citation