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.
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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