Ivana Isgum, PhD
University Professor AI & Medical Imaging
Amsterdam University Medical Centers
Department of Biomedical Engineering & Physics and
Department of Radiology & Nuclear Medicine
Amsterdam University Medical Center
Abstract:
Over the past decades, diagnostic imaging has become an integral part of modern medicine. Current increase in the number and volume of the acquired medical images has led to a tremendous increase in the expert workload for image interpretation. In recent years, deep learning has revolutionized many fields including medical imaging. It has shown potential to automate the routine analysis thereby alleviating expert workload, as well as to support clinical research. In this presentation, I will show our recent work on the development of AI-based methods to improve image quality, I will present methods we developed for quantitative analysis of CT and MRI exams, and illustrate their application in large-scale studies.