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A primal-dual method for the Meyer model of cartoon and texture decomposition
Wen,You Wei1; Sun,Hai Wei2; Ng,Michael K.3
2019-03
Source PublicationNumerical Linear Algebra with Applications
ISSN1070-5325
Volume26Issue:2
Abstract

In this paper, we study the original Meyer model of cartoon and texture decomposition in image processing. The model, which is a minimization problem, contains an l -based TV-norm and an l -based G-norm. The main idea of this paper is to use the dual formulation to represent both TV-norm and G-norm. The resulting minimization problem of the Meyer model can be given as a minimax problem. A first-order primal-dual algorithm can be developed to compute the saddle point of the minimax problem. The convergence of the proposed algorithm is theoretically shown. Numerical results are presented to show that the original Meyer model can decompose better cartoon and texture components than the other testing methods.

KeywordG-norm Image Decomposition Meyer's Model Primal-dual Algorithm Total Variation
DOI10.1002/nla.2224
URLView the original
Indexed BySCIE
Language英語English
WOS Research AreaMathematics
WOS SubjectMathematics, Applied ; Mathematics
WOS IDWOS:000457614700005
PublisherWILEY111 RIVER ST, HOBOKEN 07030-5774, NJ
Scopus ID2-s2.0-85057453665
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Citation statistics
Document TypeJournal article
CollectionFaculty of Science and Technology
DEPARTMENT OF MATHEMATICS
Corresponding AuthorWen,You Wei
Affiliation1.Key Laboratory of High Performance Computing and Stochastic Information ProcessingCollege of Mathematics and Computer ScienceHunan Normal University,Changsha,China
2.Department of MathematicsUniversity of Macau,Macao
3.Department of MathematicsHong Kong Baptist University,Hong Kong
Recommended Citation
GB/T 7714
Wen,You Wei,Sun,Hai Wei,Ng,Michael K.. A primal-dual method for the Meyer model of cartoon and texture decomposition[J]. Numerical Linear Algebra with Applications, 2019, 26(2).
APA Wen,You Wei., Sun,Hai Wei., & Ng,Michael K. (2019). A primal-dual method for the Meyer model of cartoon and texture decomposition. Numerical Linear Algebra with Applications, 26(2).
MLA Wen,You Wei,et al."A primal-dual method for the Meyer model of cartoon and texture decomposition".Numerical Linear Algebra with Applications 26.2(2019).
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