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Blind image separation based on reorganization of block DCT
Zhang, Yujie1,4; Yang, Diwei1; Qi, Rui2; Gong, Zhiguo3
2016-10
Source PublicationMULTIMEDIA TOOLS AND APPLICATIONS
ISSN1380-7501
Volume75Issue:19Pages:12101-12121
Abstract

Blind image separation consists in processing a set of observed mixed images to separate them into a set of original components. Most of the current blindseparation methods assume that the sources are as statistically independent or sparsity as possible given the observations. However, these hypotheses do not hold in real world situation. Considering that the images do not satisfy the independent and sparsity conditions, so the mixed images cannot be separated with independent component analysis and sparse component analysis directly. In this paper, a method based on reorganization of blocked discrete cosine transform (RBDCT) is first proposed to separate the mixed images. Firstly, we get the sparse blocks through RBDCT, and then select the sparsest block adaptively by linear strength in which the mixing matrix can be estimated by clustering methods. In addition, a theoretical result about the linearity of the RBDCT is proved. The effectiveness of the proposed approach is demonstrated by several numerical experiments and compared the results with other classical blind image methods.

KeywordSparse Component Analysis Blind Image Separation Blocked Discrete Cosine Transform Reorganization
DOIhttp://doi.org/10.1007/s11042-016-3397-z
Indexed BySCI
Language英语
WOS Research AreaComputer Science ; Engineering
WOS SubjectComputer Science, Information Systems ; Computer Science, Software Engineering ; Computer Science, Theory & Methods
WOS IDWOS:000382678200029
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Cited Times [WOS]:0   [WOS Record]     [Related Records in WOS]
Document TypeJournal article
CollectionFaculty of Science and Technology
DEPARTMENT OF COMPUTER AND INFORMATION SCIENCE
Affiliation1.China Univ Geosci, Sch Math & Phys, Wuhan, Peoples R China
2.Naval Univ Engn, Sch Sci, Wuhan, Peoples R China
3.Univ Macau, Fac Sci & Technol, Dept Comp & Informat Sci, Macau, Peoples R China
4.Univ Windsor, Sch Comp Sci, Windsor, ON, Canada
Recommended Citation
GB/T 7714
Zhang, Yujie,Yang, Diwei,Qi, Rui,et al. Blind image separation based on reorganization of block DCT[J]. MULTIMEDIA TOOLS AND APPLICATIONS,2016,75(19):12101-12121.
APA Zhang, Yujie,Yang, Diwei,Qi, Rui,&Gong, Zhiguo.(2016).Blind image separation based on reorganization of block DCT.MULTIMEDIA TOOLS AND APPLICATIONS,75(19),12101-12121.
MLA Zhang, Yujie,et al."Blind image separation based on reorganization of block DCT".MULTIMEDIA TOOLS AND APPLICATIONS 75.19(2016):12101-12121.
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