My research centers on developing advanced machine learning methods for medical imaging, with a focus on 2D to 3D correspondence, dermatological phenotype modeling, and synthetic data generation for rare diseases. This work contributes directly to VALIANT’s mission by integrating computer vision, generative AI, and clinical science to create tools that improve patient assessment and broaden the availability of high-quality, representative datasets.