David McShannon

Synthetic data augmentation for CT-based emphysema subtype classification: A comparative evaluation of generative and classical approaches

Data scarcity is a persistent challenge in medical image analysis. Synthetic data generation using deep generative models has been proposed as a potential approach to address this limitation, yet its performance in small-data settings remains poorly characterized. This study compared three class-conditional generative...