My research interests lie in the general area of machine learning, medical image analysis, and computer vision, particularly in deep representation learning, as well as their applications in domain adaptation/generalization and self-supervised learning. My research's ultimate goal is to develop robust deep image representations that capture and understand the world, as well as our human eye and mind, do. Those representations will form the basic building block of downstream tasks in many vision-based applications.