Associate Professor, Dept. of Electrical and Computer Engineering
Member of the McGill Centre for Intelligent Machines
Research Director of the Probabilistic Vision Group, and Electrical & Computer Engineering "Medical Imaging Lab"
Academic Member of the NSERC CREATE-MIA (Interim Director 2015-2016)
Member of the Ordre des ingenieurs du Quebec
My research goals are to develop modern probabilistic techniques in computer vision and apply them to problems in medical imaging. For example, computer vision techniques based on Bayesian reasoning and information theory will be investigated in the domain of image-guided neurosurgery, which embeds problems in anatomical segmentation, classification, registration, movement tracking and classification.
Key topics of interest: object recognition, recognition based on motion signatures, active vision, active recognition, Bayesian inference, statistical models, statistical pattern recognition, information theory, image registration, face detection, as well as medical imaging, neurology and neurosurgery, including multi-modal image registration and tissue classification.
Various Community Activities
Editorial Board Member, Computer Vision and Image Understanding (CVIU)
Satellite Events Chair, International Conference on Medical Image Computing and Computer Aided Intervention (MICCAI), Quebec, Canada, 2017.
Program Committee Member, 19th International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI), 2016.
Area Chair, IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR), 2014, 2016.
Invited Presenter, First Amazon Faculty Invitational Research Symposium, May 4-5, 2015, Seattle, WA, USA.
General Chair, the joint 20th Canadian Conference on Artifical Intelligence, the 33rd Graphics Interface Conference, the 4th Canadian Conference on Computer and Robot Vision, and the 17th Annual Canadian Conference on Intelligent Systems, May 2007.
Member of conference program committees (reviewer): Conference on Medical Image Computing Computer Aided Intervention (MICCAI), IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR), International Conference on Computer Vision (ICCV), European Conference on Computer Vision (ECCV), Canadian Conference on Computer Vision (CRV), International Conference on Pattern Recognition (ICPR), and others.
Outstanding Reviewer Award , CVPR 2013: 26th IEEE Conference on Computer Vision and Pattern Recognition.