Research

My research focuses on the development and application of machine learning methods for cardiac MRI analysis. I work on problems related to atrial fibrillation and cardiac remodeling, with an emphasis on image segmentation, classification, and generative modeling of left atrial LGE-MRI. The broader goal of this work is to support improved quantitative characterization of cardiac structure and to contribute methods that can inform clinical decision-making and treatment planning.