Papers

MCALab

Signal and Image Decomposition and Inpainting

MCALab contains a variety of scripts to reproduce the figures in our own articles, as well as other exploratory examples not included in the papers. The purpose is to allow the reader to reproduce and understand the published results. M.J. Fadili , J.-L. Starck , M. Elad and D. Donoho, "MCALab: Reproducible Research in Signal and Image Decomposition and Inpainting", IEEE Computing in Science and Engineering, Vol. 12, No. 1, pp. 44-62, 2010.
M.J. Fadili , J.-L. Starck , J. Bobin and Y. Moudden, "Image decomposition and separation using sparse representations: an overview", Proceedings of the IEEE, special issue on Sparse representations in signal and image processing, Vol. 98, No. 6, pp. 983–994, 2010. J.-L. Starck, M. Elad, and D.L. Donoho, "Redundant Multiscale Transforms and their Application for Morphological Component Analysis", Advances in Imaging and Electron Physics, 132, 2004. Elad, J.-L Starck, D. Donoho and P. Querre, "Simultaneous Cartoon and Texture Image Inpainting using Morphological Component Analysis (MCA)", Appl. Comput. Harmon. Anal., vol. 19, pp. 340–358, 2005. J.-L. Starck, M. Elad, and D.L. Donoho, "Image Decomposition Via the Combination of Sparse Representation and a Variational Approach", IEEE Trans. Im. Proc., 14, 10, pp 1570-1582, 2005. M.J. Fadili, J.-L. Starck, F. Murtagh,"Inpainting and Zooming using Sparse Representations", The Computer Journal, appeared online, 2007. M.J. Fadili, J.-L. Starck, "EM Algorithm for Sparse Representation-Based Image Inpainting", IEEE ICIP, Vol. II, pp 61-64, 2005.
M.J. Fadili, J.-L. Starck, "Sparse Representation and Bayesian Image Inpainting", SPARS Workshop, 2005.