PhD. in computer science. University of Québec, ÉTS. Dissertation: Visual image processing in Various Representation Spaces for Documentary Heritage Preservation (with highest honor)
M.Sc. in computer science. University of Montréal. Dissertation: A hierarchical graph-based Markovian Clustering approach for the Unsupervised Segmentation of Textured Color Images.
B. Eng. in computer science. University of Setif (Algeria). Dissertation: Radar image enhancement (with highest honor).