Publications Journal Papers

N. Elata, B. Kawar, T. Michaeli and M. Elad, GSURE-Based Diffusion Model Training with Corrupted Data, Transactions on Machine Learning Research, April 2024.

O. Belhasin, Y. Romano, D. Freedman, E. Rivlin, and M. Elad, Principal Uncertainty Quantification with Spatial Correlation for Image Restoration Problems, IEEE Transactions on Pattern Analysis and Machine Intelligence, Vol. 46, No. 5, Pages: 3321-3333, December 2023.

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.

R. Ganz and M. Elad, BIGRoC: Boosting Image Generation via a Robust Classifier, Transactions on Machine Learning Research (TMLR), February 2023.

Y. Ren, Y. Romano, and M. Elad, Example-Based Image Synthesis via Randomized Patch-Matching, IEEE Trans. on Image Processing, Vol. 27, No. 1, Pages 220-235, January 2018.

M. Elad and P. Milanfar, Style-Transfer via Texture-Synthesis, IEEE Trans. on Image Processing, Vol. 26, No. 5, Pages 2338-2351, May 2017.