Publications Journal Papers
By Year By Topic
Optimization & Numerical Analysis
M. Elad, D. Simon, and A. Aberdam, Another Step Toward Demystifying Deep Neural Networks, PNAS Commentary, October 2020.
A. Golts, D. Freedman, and M. Elad, Unsupervised Single Image Dehazing Using Dark Channel Prior Loss, IEEE Transactions on Image Processing, Vol. 29, No. 1, Pages 2692-2701, January 2020. software
I. Rey-Otero, J. Sulam, and M. Elad, Variations on the CSC model, IEEE Transactions on Signal Processing, Vol. 68, No. 1, Pages 519-528, January 2020.
A. Golts, D. Freedman, and M. Elad, Deep-Energy: Unsupervised Training of Deep Neural Networks, submitted to IEEE Transactions on Image Processing. software
Y. Yankelevsky and M. Elad, Theoretical Guarantees for Graph Sparse Coding, Applied Computational Harmonic Analysis, April 2019.
J. Sulam, A. Aberdam, A. Beck, and M. Elad, On Multi-Layer Basis Pursuit, Efficient Algorithms and Convolutional Neural Networks, IEEE Transactions on Pattern Analysis and Machine Intelligence (PAMI), March 2019.
Y. Dar, M. Elad, and A.M. Bruckstein, Restoration by Compression, IEEE Transactions on Image Processing, Vol. 66, No. 22, Pages 5833-5847, November 2018.
Y. Dar, M. Elad, and A.M. Bruckstein, Optimized Pre-Compensating Compression, IEEE Transactions on Image Processing, , Vol. 27, No. 10, Pages 4798-4809, October 2018.
Y. Romano, M. Elad and P. Milanfar, The Little Engine that Could: Regularization by Denoising (RED), SIAM Journal on Imaging Sciences, Vol. 10, No. 4, Pages 1804-1844, November 2017.
A. Rond, R. Giryes and M. Elad, Poisson Inverse Problems by the Plug-and-Play scheme, Journal on Visual Communication and Image Representation Vol. 41, Pages 96-108, November 2016.
Y. Romano and M. Elad, Boosting of Image Denoising Algorithms, SIAM Journal on Imaging Sciences, Vol. 8, No. 2, Pages 1187-1219, June 2015.
R. Giryes, M. Elad, and Y.C. Eldar, The projected GSURE for automatic parameter tuning in iterative shrinkage methods, Applied and Computational Harmonic Analysis, Vol. 30, No. 3, Pages 407-422, May 2011.
M. Zibulevsky and M. Elad, L1-L2 Optimization in Signal and Image Processing, IEEE Signal Processing Magazine, Vol. 27, No. 3, Pages 76-88, May 2010.
H. Takeda, P. Milanfar, M. Protter, and M. Elad, Super-resolution Without Explicit Subpixel Motion Estimation, IEEE Transactions on Image Processing, Vol. 18, No. 9, Pages 1958-1975, September 2009.
M. Protter and M. Elad, Super-Resolution With Probabilistic Motion Estimation, IEEE Transactions on Image Processing, Vol. 18, No. 8, Pages 1899-1904, August 2009.
M. Elad, B. Matalon, and M. Zibulevsky, Coordinate and Subspace Optimization Methods for Linear Least Squares with Non-Quadratic Regularization, Applied and Computational Harmonic Analysis, Vol. 23, pp. 346-367, November 2007.
M. Elad, Why Simple Shrinkage is Still Relevant for Redundant Representations?, IEEE Trans. On Information Theory, Vol. 52, no. 12, pp. 5559-5569, December 2006. software
G. Boutry, M. Elad, G. Golub, and P. Milanfar, The Generalized Eigenvalue Problem for Non-Square Pencils Using A Minimal Perturbation Approach, SIAM Matrix Analysis and Applications (SIMAX), Vol. 27, No. 2, pp. 582-601, November 2005.
J. Tsaig, M. Elad, P. Milanfar, and G. Golub, A Near-Optimal Filtering Scheme for Low Bit-Rate Block Coders Using Variable Projection, IEEE Trans. On Circuits & Systems for Video Technology, Vol. 15, No. 1, pp. 154-160, January 2005.
M. Elad, P. Milanfar, and Gene Golub, Shape from Moments - An Estimation Theory Perspective, IEEE Trans. on Signal Processing, Vol. 52, No. 7, pp. 1814-1829, July 2004.