A Survey of Sparse Representation: Algorithms and Applications

Sparse representation has attracted much attention from researchers in fields of signal processing, image processing, computer vision, and pattern recognition. Sparse representation also has a good reputation in both theoretical research and practical applications. Many different algorithms have bee...

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Bibliographic Details
Published in:	IEEE access Vol. 3; pp. 490 - 530
Main Authors:	Zhang, Zheng, Xu, Yong, Yang, Jian, Li, Xuelong, Zhang, David
Format:	Journal Article
Language:	English
Published:	Piscataway IEEE 01.01.2015 The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Subjects:	Algorithm design and analysis Algorithms Approximation algorithms Approximation methods Comparative studies compressive sensing Computer vision constrained optimization Constraints dictionary learning Engineering Sciences greedy algorithm homotopy algorithm Image processing Object recognition Optimization Pattern recognition proximal algorithm Signal processing Signal processing algorithms Sparse matrices Sparse representation Taxonomy homotopy algorithm proximal algorithm Sparse representation dictionary learning greedy algorithm compressive sensing constrained optimization sparse representation
ISSN:	2169-3536, 2169-3536
Online Access:	Get full text
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