Publications Conferences

R. Ganz and M. Elad, Improved Image Generation via Sparsity, International Conference on Learning Representations (ICLR) 2022 - Workshop on Deep Generative Models for Highly Structured Data [Poster Presentation].

D. Simon and M. Elad, Rethinking the CSC Model for Natural Images, NIPS 2019.

E. Zisselman, J. Sulam, and M. Elad, A Local Block Coordinate Descent Algorithm for the CSC Model, CVPR 2019. software

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.

Y. Yankelevsky and M. Elad, Dictionary Learning for High Dimensional Graph Signals, ICASSP 2018, Calgary, Canada, April 15-20, 2018.

W. Shao and M. Elad, Simple, Accurate, and Robust Nonparametric Blind Super-Resolution, ICIG, Tianjin, China, August 13-16, 2015.

J. Turek, J. Sulam, M. Elad, and I. Yavneh, Simoultaneous Ultrasound Harmonic Imaging Fusion and Clutter removal with Sparse Signal Separation, ICASSP, Brisbane, Australia, April 19-24, 2015.

Y. Romano and M. Elad, Patch-Disagreement and a Way to Improve K-SVD Denoising, ICASSP, Brisbane, Australia, April 19-24, 2015.

J. Sulam and M. Elad, Expected Patch Log Likelihood with a Sparse Prior, Energy Minimization Methods in Computer Vision and Pattern Recognition (EMMCVPR), Hong-Kong, January 13-16, 2015.

R. Giryes and M. Elad, Sparsity Based Poisson Inpainitng, ICIP, Paris, October 27-30, 2014.

J. Sulam, B. Ophir, and M. Elad, Image Denoising Through Multi-Scale Learnt Dictionaries, ICIP, Paris, October 27-30, 2014.

A. Adler, M. Elad, Y. Hel-Or, and E. Rivlin, Sparse-Coding with Anomaly Detection, IEEE Int. Workshop on Machine Learning for Signal PProcessing, Southhampton, UK, September 22-25, 2013.

Y. Romano and M. Elad, Improving K-SVD Denoising by Post-Processing its Method-Noise, ICIP, Melbourne, Australia, September 15-18, 2013.

R. Giryes and M. Elad, Sparsity Based Poisson Denoising, IEEE 27-th Convention of Electrical and Electronics Engineers in Israel, Eilat, 2012.

R. Giryes and M. Elad, CoSaMP and SP for the Co-Sparse Analysis Model, EUSIPCO, Bucharest, Rumania, August 27-31, 2012

R. Rubinstein, T. Peleg, and M. Elad, K-SVD Dictionary Learning for the Analysis Co-Sparse Model, ICASSP, Kyoto, Japan, March 25-30, 2012.

B. Ophir, M. Elad, N. Bertin and M.D. Plumbley, Sequential Minimal Eigenvalues - An Approach to Analysis Dictionary Learning, European Signal Processing Conference (EUSIPCO), Barcelona, Spain, August 29, 2011.

J. Shtok, M. Elad, and M. Zibulevsky, Sparsity-Based Sinogram for Low-Dose Computed Tomography, International Conference on Acoustics, Speech, and Signal Processing (ICASSP), Prague, Czech Republic, 22-27 May, 2011.

A. Adler, V. Emiya, M.G. Jafari, M. Elad, R. Gribonval, and M.D. Plumbley, A Constrained Matching Pursuit Approach to Audio Declipping, 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.

A. Adler, Y. Hel-Or, and M. Elad, A Shrinkage Learning Approach for Single Image Super-Resolution with Overcomplete Representations, The 11th European Conference on Computer Vision (ECCV), Crete-Greece, 5-11 September 2010.

R. Zeyde, M. Elad and M. Protter, On Single Image Scale-Up using Sparse-Representations, Curves & Surfaces, Avignon-France, June 24-30, 2010 (appears also in Lecture-Notes-on-Computer-Science - LNCS). software

A. Adler, Y. Hel-Or, and M. Elad, A Weighted Discriminative Approach for Image Denoising with Overcomplete Representations, 2010 International Conference on Acoustics, Speech, and Signal Processing (ICASSP), Dallas Tx. March 14-19, 2010.

N. Shoham and M. Elad, Algorithms for Signal Separation Exploiting Sparse Representations, With Application to Texture Image Separation, The IEEE 25-th Convention of Electrical and Electronics Engineers in Israel, Eilat Israel, December 3-5, 2008.

O. Bryt and M. Elad, Improving the K-SVD Facial Image Compression Using a Linear Deblocking Method, The IEEE 25-th Convention of Electrical and Electronics Engineers in Israel, Eilat Israel, December 3-5, 2008.

J. Mairal, M. Elad, and F. Sapiro, Sparse Learned Representations for Image Restoration, the 4th Wold confernece of the IASC (International Association for Statistical Computing), December 5-8, 2008, Yokohama, Japan.

R. Giryes, Y.C. Eldar and M. Elad, Automatic Parameter Setting for Iterative Shrinkage Methods, The IEEE 25-th Convention of Electrical and Electronics Engineers in Israel, Eilat Israel, December 3-5, 2008.

J. Mairal, G. Sapiro, and M. Elad, Multiscale Sparse Image Representation with Learned Dictionaries, ICIP, San-Antonio Texas, September 16-19, 2007.

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. Protter and M. Elad, Sparse and Redundant Representations and Motion-Estimation-Free Algorithm for Video Denoising, SPIE (Wavelet XII) 2007, San-Diego CA, August 26-29, 2007.

M. Elad and M. Aharon, Image Denoising via Learned Dictionaries and Sparse Representation, CVPR, NY, June 17-22, 2006.

M. Elad, B. Matalon, and M. Zibulevsky, Image Denoising with Shrinkage and Redundant Representations, CVPR, NY, June 17-22, 2006.

B. Matalon, M. Elad, and M. Zibulevsky, Image Denoising with the Contourlet Transform, Proceedings of SPARSE05, Rennes, France, November 2005.

M. Aharon, M. Elad, and A.M. Bruckstein, The K-SVD Algorithm, Proceedings of SPARSE05, Rennes, France, November 2005.

M. Elad, Shrinkage For Redundant Representations, Proceedings of SPARSE05, Rennes, France, November 2005.

J.-L. Starck, Y. Moudden, J. Bobin, M. Elad, and D.L. Donoho, Morphological Component Analysis, Proceedings of the SPIE conference wavelets, Vol. 5914, July 2005.

B. Matalon, M. Zibulevsky, and M. Elad, Improved Denoising of Images using Modeling of the Redundant Contourlet Transform, Proceedings of the SPIE conference wavelets, Vol. 5914, July 2005.

M. Aharon, M. Elad, and A.M. Bruckstein, K-SVD and its Non-Negative Variant for Dictionary Design, Proceedings of the SPIE conference wavelets, Vol. 5914, July 2005.

E. Kidron, Y. Schechner, and M. Elad, Pixels that Sound, CVPR, 20-26 June 2005.

J.-L. Starck, M. Elad, and D. L. Donoho, Image Decomposition: Separation of Texture from Piece-Wise Smooth Content, SPIE annual meeting, 3–8 August 2003, San Diego, California, USA.