Publications Journal Papers

Regularization Theory

A. Aberdam, A. Golts and M. Elad, Ada-LISTA: Learned Solvers Adaptive to Varying Models, IEEE Transactions on Pattern Analysis and Machine Intelligence, Vol. 44, No. 12, December 2022.
R. Cohen, M. Elad, and P. Milanfar, Regularization by Denoising via Fixed-Point Projection (RED-PRO), SIAM Journal on Imaging Sciences, Vol. 14, Pages 1374-1406, June 2021.
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. 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.
G. Vaksman, M. Zibulevsky and M. Elad, Patch-Ordering as a Regularization for Inverse Problems in Image Processing, SIAM Journal on Imaging Sciences, Vol. 9, No. 1, Pages 287-319, 2016.
W. Shao and M. Elad, Bi-l0-l2-Norm Regularization for Blind Motion Deblurring, Journal of Visual Communication and Image Representation, Vol. 33, Pages 42-59, November 2015.
R. Giryes, M. Elad, and A.M. Bruckstein, Sparsity Based Methods for Overparameterized Variational Problems, SIAM Journal on Imaging Sciences, Vol. 8, No. 3, Pages 2133-2159, November 2015.
Y. Romano and M. Elad, Boosting of Image Denoising Algorithms, SIAM Journal on Imaging Sciences, Vol. 8, No. 2, Pages 1187-1219, June 2015.
I. Ram, M. Elad, and I. Cohen, Patch-Ordering-Based Wavelet Frame and Its Use in Inverse Problems, IEEE Transactions on Image Processing, Vol. 23 No. 7 Pages 2779-2792, July 2014.
P.J. Shin, P.E. Z. Larson, M.A. Ohliger, M. Elad, J.M. Pauly, D.B. Vigneron and M. Lustig, Calibrationless Parallel Imaging Reconstruction Based on Structured Low-Rank Matrix Completion, Journal of Magnetic Resonance Imaging, Vol. 38, No. 11, Pages 1-12, November 2013.
I. Ram, M. Elad, and I. Cohen, Redundant Wavelets on Graphs and High Dimensional Data Clouds, IEEE Signal Processing Letters, Vol. 19, No. 5, Pages 291-294, May 2012.
I. Ram, M. Elad, and I. Cohen, Generalized Tree-Based Wavelet Transform, IEEE Transactions on Signal Processing, Vol. 59, No. 9, Pages 4199-4209, September 2011.
D. Datsenko and M. Elad, Example-Based Single Image Super-Resolution: A Global MAP Approach with Outlier Rejection, Journal of Multidimensional System and Signal Processing, Vol. 18, no. 2-3, Pages 103-121, September 2007.
M. Elad and D. Datsenko, Example-Based Regularization Deployed to Super-Resolution Reconstruction of a Single Image, The Computer Journal, Vol. 50, no. 4, Pages 1-16, April 2007.
M. Elad, On the Bilateral Filter and Ways to Improve It, IEEE Transactions On Image Processing, Vol. 11, No. 10, pp. 1141-1151, October 2002.
Publications: ConferencesJournal PapersOther