Multicenter cross domain evaluation of CNNs and vision transformers trained on adult data for pediatric pneumonia screening
Large-scale adult chest radiograph datasets are commonly used to develop deep learning models for pneumonia detection, whereas pediatric pneumonia datasets remain smaller, more heterogeneous, and less widely available. Because pediatric chest radiographs differ from adult radiographs in anatomical proportions, diseas...