From Adults to Children: Benchmarking Foundation Models for Chest X-Ray Classification under Domain Shift

Foundation models have shown significant potential across diverse fields and have been applied to medical imaging, but their robustness across patient populations remains unclear. In this work, we investigate foundation models' ability to generalize from adult to pediatric chest X-ray classification