Publications Journal Papers

Regularization Theory

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.
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