I am a senior scientist at the Centre for Biomedical Imaging (CIBM), with the main affiliation with the Signal Processing Lab (LTS5) at the Swiss Federal Institute of Technology (EPFL), Lausanne, Switzerland. I am also affiliated with the Lausanne University Hospital (CHUV), Department of Radiology. At the CIBM and EPFL-LTS5, I am the machine learning leader (ML) for the medical imaging group. I have been elected as a member of the European Lab for Learning & Intelligent Systems (ELLIS).
Fields of expertise
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.