Publications Conferences

Sparse Representation Theory

D. Simon and M. Elad, Rethinking the CSC Model for Natural Images, NIPS 2019.
J. Sulam, V. Papyan, Y. Romano and M. Elad, Projecting onto the Multi-Layer Convolutional Sparse Coding Model, ICASSP 2018, Calgary, Canada, April 15-20, 2018.
V. Papyan, Y. Romano, J. Sulam, and M. Elad, Convolutional Dictionary Learning via Local Processing, ICCV 2017, Venice, Italy, October 22-29, 2017.
R. Giryes and M. Elad, OMP with Highly Coherent Dictionaries, SAMPTA, Bremen, Germany, July 1-5, 2013.
R. Giryes and M. Elad, Iterative Hard Thresholding with Near Optimal Projection for Signal Recovery, SAMPTA, Bremen, Germany, July 1-5, 2013.
R. Giryes and M. Elad, Can we Allow Linear Dependencies in the Dictionary in the Sparse Synthesis Framework?, ICASSP, Vancouver, May 26-31, 2013.
R. Giryes and M. Elad, CoSaMP and SP for the Co-Sparse Analysis Model, EUSIPCO, Bucharest, Rumania, August 27-31, 2012
R. Giryes and M. Elad, Denoising with Greedy-Like Pursuit Algorithms, European Signal Processing Conference (EUSIPCO), Barcelona, Spain, August 29, 2011.
T. Faktor, Y.C. Eldar, and M. Elad, Denoising of Image Patches via Sparse Represenattions with Learned Statistical Dependencies, International Conference on Acoustics, Speech, and Signal Processing (ICASSP), Prague, Czech Republic, 22-27 May, 2011.
S. Nam, M.E. Davies, M. Elad, and R. Gribonval, Cosaprse Analysis Modeling - Uniqueness and Algorithms, International Conference on Acoustics, Speech, and Signal Processing (ICASSP), Prague, Czech Republic, 22-27 May, 2011.
S. Nam, M.E. Davies, M. Elad, and R. Gribonval, Recovery of Cosparse Signals with Greedy Analysis Pursuit in the Presence of Noise, SAMPTA, Singapore, May 2-6, 2011.
Z. Ben-Haim, Y.C. Eldar, and M. Elad, Coherence-Based Near-Oracle Performance Guarantees for Sparse Estimation Under Gaussian Noise, 2010 International Conference on Acoustics, Speech, and Signal Processing (ICASSP), Dallas Tx. March 14-19, 2010.
M. Protter, I. Yavneh and M. Elad, Closed-Form MMSE for Denoising Signals Under Sparse-Representation Modelling, The IEEE 25-th Convention of Electrical and Electronics Engineers in Israel, Eilat Israel, December 3-5, 2008.
I. Yavneh and M. Elad, MMSE Approximation for Denoising Using Several Sparse Representations, the 4th Wold confernece of the IASC (International Association for Statistical Computing), December 5-8, 2008, Yokohama, Japan.
A.M. Bruckstein, M. Elad, and M. Zibulevsky, On the Uniqueness of Non-Negative Sparse and Redundant Representations, ICASSP 2008, special session on Compressed Sensing, Las-Vegas, Nevada, March 30, 2008.
A.M. Bruckstein, M. Elad, and M. Zibulevsky, Sparse Non-Negative Solution of a Linear System of Equations is Unique, ISCCSP 2008, special session on Sparse and Redundant Representations, Malta, St. Juliens, March 12-14, 2008.
M. Elad, B. Matalon, J. Shtok, and M. Zibulevsky, A Wide-Angle View at Iterated Shrinkage Algorithms, SPIE (Wavelet XII) 2007, San-Diego CA, August 26-29, 2007.
M. Elad, P. Milanfar, and R. Rubinstein, Analysis Versus Synthesis in Signal Priors, EUSIPCO, Florence, Italy, September 4-8, 2006.
M. Elad and A.M. Bruckstein, On Sparse Representations, International Conference on Image Processing (ICIP) 2001, Tsaloniky, Greece, November 2001.
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