Blind deconvolution of images using optimal sparse representations
Bronstein MM, Bronstein AM, Zibulevsky M, Zeevi YY. 2005. Blind deconvolution of images using optimal sparse representations. IEEE Transactions on Image Processing. 14(6), 726–736.
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Journal Article
| Published
| English
Scopus indexed
Author
Bronstein, M.M.;
Bronstein, Alex M.ISTA 
;
Zibulevsky, M.;
Zeevi, Y.Y.
;
Zibulevsky, M.;
Zeevi, Y.Y.Abstract
The relative Newton algorithm, previously proposed for quasi-maximum likelihood blind source separation and blind deconvolution of one-dimensional signals is generalized for blind deconvolution of images. Smooth approximation of the absolute value is used as the nonlinear term for sparse sources. In addition, we propose a method of sparsification, which allows blind deconvolution of arbitrary sources, and show how to find optimal sparsifying transformations by supervised learning.
Publishing Year
Date Published
2005-05-16
Journal Title
IEEE Transactions on Image Processing
Publisher
Institute of Electrical and Electronics Engineers
Volume
14
Issue
6
Page
726-736
ISSN
IST-REx-ID
Cite this
Bronstein MM, Bronstein AM, Zibulevsky M, Zeevi YY. Blind deconvolution of images using optimal sparse representations. IEEE Transactions on Image Processing. 2005;14(6):726-736. doi:10.1109/tip.2005.847322
Bronstein, M. M., Bronstein, A. M., Zibulevsky, M., & Zeevi, Y. Y. (2005). Blind deconvolution of images using optimal sparse representations. IEEE Transactions on Image Processing. Institute of Electrical and Electronics Engineers. https://doi.org/10.1109/tip.2005.847322
Bronstein, M.M., Alex M. Bronstein, M. Zibulevsky, and Y.Y. Zeevi. “Blind Deconvolution of Images Using Optimal Sparse Representations.” IEEE Transactions on Image Processing. Institute of Electrical and Electronics Engineers, 2005. https://doi.org/10.1109/tip.2005.847322.
M. M. Bronstein, A. M. Bronstein, M. Zibulevsky, and Y. Y. Zeevi, “Blind deconvolution of images using optimal sparse representations,” IEEE Transactions on Image Processing, vol. 14, no. 6. Institute of Electrical and Electronics Engineers, pp. 726–736, 2005.
Bronstein MM, Bronstein AM, Zibulevsky M, Zeevi YY. 2005. Blind deconvolution of images using optimal sparse representations. IEEE Transactions on Image Processing. 14(6), 726–736.
Bronstein, M. M., et al. “Blind Deconvolution of Images Using Optimal Sparse Representations.” IEEE Transactions on Image Processing, vol. 14, no. 6, Institute of Electrical and Electronics Engineers, 2005, pp. 726–36, doi:10.1109/tip.2005.847322.
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