Publications Journal Papers

Patch-Based Image Processing

M. Scetbon, M. Elad, and P. Milanfar, Deep K-SVD Denoising, submitted to IEEE Transactions on Pattern Analysis and Machine Intelligence. software
I. Rey-Otero, J. Sulam, and M. Elad, Variations on the CSC model, submitted to IEEE Transactions on Signal Processing.
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.
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.
Y. Romano and M. Elad, Con-Patch: When a Patch Meets its Context, IEEE Trans. on Image Processing, Vol. 25, No. 9, Pages 3967-3978, September 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
M.A. Cooper, T.D. Nguyen, B. Xu, M.R. Prince, M. Elad, Y. Wang, and P. Spincemaille, Patch based Reconstruction Of Under-sampled Data (PROUD) for High SNR and High Frame Rate Contrast Enhanced Liver Imaging,, Magnetic Resonance in Medicine, Vol. 74, No. 6, Pages 1587-1597, December 2015.
Y. Bahat, Y.Y. Schechner, and M. Elad, Self-Content-Based Audio Inpainting, Journal of Signal Processing, Vol. 111, Pages 61-72, June 2015.
I. Ram, M. Elad, and I. Cohen, Facial Image Compression using Patch-Ordering-Based Adaptive Wavelet Transform, IEEE Signal Processing Letters, Vol. 21 No. 10 Pages 1270-1274, October 2014.
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.
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
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, R. Goldenberg, and R. Kimmel, Low Bit-Rate Compression of Facial Images, IEEE Trans. on Image Processing, Vol. 16, no. 9, Pages 2379-2383, 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.
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