Publications Journal Papers

Data Models

R. Khatib, D. Simon, and M. Elad, Learned Greedy Method (LGM): A novel Neural Architecture for Sparse Coding and Beyond, Journal of Visual Communication and Image Representation, Vol. 77, March 2021.
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.
I. Rey-Otero, J. Sulam, and M. Elad, Variations on the CSC model, IEEE Transactions on Signal Processing, Vol. 68, No. 1, Pages 519-528, January 2020.
Y. Romano, A. Aberdam, J. Sulam, and M. Elad, Adversarial Noise Attacks of Deep Learning Architectures – Stability Analysis via Sparse Modeled Signals, Journal of Mathematical Imaging and Vision, Pages 1-15, 2019.
Y. Yankelevsky and M. Elad, Theoretical Guarantees for Graph Sparse Coding, Applied Computational Harmonic Analysis, April 2019.
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