M. R. Mahdiani

Edge-Guided Deep Learning for Enhanced Pneumonia Detection in Radiographs

A new Pneumonia Multi-Scale Attention Network that synergistically integrates multiscale feature extraction, channel-wise attention mechanisms, and a novel edge-aware loss (EAL) function to improve pneumonia classification accuracy and interpretability is introduced.