Publications Journal Papers

N. Elata, B. Kawar, T. Michaeli and M. Elad, GSURE-Based Diffusion Model Training with Corrupted Data, submitted to Transactions on Machine Learning Research.

O. Belhasin, Y. Romano, D. Freedman, E. Rivlin, and M. Elad, Principal Uncertainty Quantification with Spatial Correlation for Image Restoration Problems, submitted to IEEE Transactions on Pattern Analysis and Machine Intelligence.

M. Elad, B. Kawar and G. Vaksman, Image Denoising: The Deep Learning Revolution and Beyond - A Survey Paper, SIAM Journal on Imaging Sciences, Volume 16, No. 3, Pages 1594-1654, September 2023.

B. Kawar, R. Ganz and M. Elad, Enhancing diffusion-based image synthesis with robust classifier guidance, Transactions on Machine Learning Research (TMLR), March 2023.

M. Scetbon, M. Elad, and P. Milanfar, Deep K-SVD Denoising, IEEE Transactions on Image Processing, Vol. 30, Pages 5944-5955, June 2021. software

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.

D. Simon, J. Sulam, Y. Romano, Y.M. Lu, and M. Elad, MMSE Approximation For Sparse Coding Algorithms Using Stochastic Resonance, IEEE Transactions on Signal Processing, Vol. 67, No. 17, Pages 4597-4610, September 2019.

T. Hong, Y. Romano, and M. Elad, Acceleration of RED via Vector Extrapolation, Journal of Visual Communication and Image Representation, Vol. 63, August 2019. software

A. Brifman, Y. Romano, and M. Elad, Unified Single-Image and Video Super-Resolution via Denoising Algorithms, IEEE Transactions on Image Processing, Vol. 28, No. 12, Pages 6063-6076, June 2019.

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.

V. Papyan and M. Elad, Multi-Scale Patch-Based Image Restoration, IEEE Transactions on Image Processing, Vol. 25, No. 1, Pages 249-261, January 2016. software

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 and M. Elad, Sparsity Based Poisson Denoising with Dictionary Learning, IEEE Transactions on Image Processing, Vol. 23, No. 12, Pages 5057-5069, December 2014.

I. Ram, M. Elad and I. Cohen, Image Processing using Smooth Ordering of its Patches, IEEE Trans. on Image Processing, Vol. 22, No. 7 Pages: 2764-2774, July 2013. software

M. Protter and Michael Elad, Image Sequence Denoising Via Sparse and Redundant Representations, IEEE Trans. on Image Processing, Vol. 18, No. 1, Pages 27-36, January 2009.

M. Aharon and M. Elad, Sparse and Redundant Modeling of Image Content Using an Image-Signature-Dictionary, SIAM Journal on Imaging Sciences, Vol. 1, No. 3, Pages 228-247, July 2008.

J. Mairal, M. Elad, and G. Sapiro, Sparse Representation for Color Image Restoration, IEEE Trans. on Image Processing, Vol. 17, No. 1, Pages 53-69, January 2008.

M. Elad and M. Aharon, Image Denoising Via Sparse and Redundant representations over Learned Dictionaries, IEEE Trans. on Image Processing, Vol. 15, no. 12, pp. 3736-3745, December 2006.

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.