We aim at developing novel image processing methods to allow a more effective use of emerging medical images, balanced between fundamental research aspects of image processing, machine learning and application-oriented projects. Our research is applied in several clinical domains like computer aided diagnostic and therapy planning procedures. Our goal is to facilitate true clinical adoption of the developed methods and tools by strongly engaging interdisciplinary joint effort of engineers and clinicians. To do so, we benefit from a unique research environment, with access to several state-of-the-art clinical and research MRI scanners at 1.5T, 3T, and 7T, and we have active collaborations within the CIBM, with the CHUV departments of Radiology, Neurology, Neuro-surgery, Oncology, Psychiatry and Cardiology as well as with many regional and international collaborators in academia and industry.