Residential College | false |
Status | 已發表Published |
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 Publication | Numerical Linear Algebra with Applications |
ISSN | 1070-5325 |
Volume | 26Issue: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. |
Keyword | G-norm Image Decomposition Meyer's Model Primal-dual Algorithm Total Variation |
DOI | 10.1002/nla.2224 |
URL | View the original |
Indexed By | SCIE |
Language | 英語English |
WOS Research Area | Mathematics |
WOS Subject | Mathematics, Applied ; Mathematics |
WOS ID | WOS:000457614700005 |
Publisher | WILEY111 RIVER ST, HOBOKEN 07030-5774, NJ |
Scopus ID | 2-s2.0-85057453665 |
Fulltext Access | |
Citation statistics | |
Document Type | Journal article |
Collection | Faculty of Science and Technology DEPARTMENT OF MATHEMATICS |
Corresponding Author | Wen,You Wei |
Affiliation | 1.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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