Publications Conferences

Dictionary Learning

E. Zisselman, J. Sulam, and M. Elad, A Local Block Coordinate Descent Algorithm for the CSC Model, CVPR 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.
Y. Yenkelevsky and M. Elad, Dictionary Learning for High Dimensional Graph Signals, ICASSP 2018, Calgary, Canada, April 15-20, 2018.
Y. Yankelevsky and M. Elad, Struture-Aware Classification using Supervised Dictionary Learning, ICASSP, New-Orleans, USA, March 5-9, 2017.
Y. Yankelevsky and M. Elad, Graph-Constrained Supervised Dictionary Learning for Multi-Label Classification, ICSEE - International Conference on the Science of Electrical Engineering - Eilat Israel, November 16-18, 2016.
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.
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. 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.
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.
J. Mairal, G. Sapiro, and M. Elad, Multiscale Sparse Image Representation with Learned Dictionaries, ICIP, San-Antonio Texas, September 16-19, 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. Aharon, M. Elad, and A.M. Bruckstein, The K-SVD Algorithm, Proceedings of SPARSE05, Rennes, France, November 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.
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