BEST FIT MODELS TEST FOR THE VIRTUAL CHANNEL IN DISTRIBUTED VIDEO CODING

Wyner-Ziv (WZ) video coding – a particular case of distributed video coding (DVC) – is a new video coding paradigm based on two major Information Theory results: the Slepian-Wolf and Wyner-Ziv theorems. Most of the solutions available in the literature, model the correlation noise between the origin...

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Main Authors: A. ELAMIN, VARUN JEOTI, SAMIR BELHOUARI
Format: Article
Language:English
Published: Taylor's University 2011-08-01
Series:Journal of Engineering Science and Technology
Subjects:
Online Access:http://jestec.taylors.edu.my/Vol%206%20Issue%204%20August%2011/Vol_6_4_481_492_ELAMIN.pdf
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author A. ELAMIN
VARUN JEOTI
SAMIR BELHOUARI
author_facet A. ELAMIN
VARUN JEOTI
SAMIR BELHOUARI
author_sort A. ELAMIN
collection DOAJ
description Wyner-Ziv (WZ) video coding – a particular case of distributed video coding (DVC) – is a new video coding paradigm based on two major Information Theory results: the Slepian-Wolf and Wyner-Ziv theorems. Most of the solutions available in the literature, model the correlation noise between the original frame and the so-called side information by virtual channel. However most of the DVC solutions in the literature assume Laplacian distribution as noise virtual channel model, in this study we perform three goodness-of-fit tests, the Kolmogorov-Smirnov test and the Chi-Square test and log-Likelihood test to study the nature of the virtual channel. The results show that a mixture of 3 (or 4) mixture Gaussian model can best describe this virtual channel.
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spelling doaj.art-7e6e9aaa87d9403192bb46795adde51e2022-12-22T02:26:02ZengTaylor's UniversityJournal of Engineering Science and Technology1823-46902011-08-0164481492BEST FIT MODELS TEST FOR THE VIRTUAL CHANNEL IN DISTRIBUTED VIDEO CODINGA. ELAMINVARUN JEOTISAMIR BELHOUARIWyner-Ziv (WZ) video coding – a particular case of distributed video coding (DVC) – is a new video coding paradigm based on two major Information Theory results: the Slepian-Wolf and Wyner-Ziv theorems. Most of the solutions available in the literature, model the correlation noise between the original frame and the so-called side information by virtual channel. However most of the DVC solutions in the literature assume Laplacian distribution as noise virtual channel model, in this study we perform three goodness-of-fit tests, the Kolmogorov-Smirnov test and the Chi-Square test and log-Likelihood test to study the nature of the virtual channel. The results show that a mixture of 3 (or 4) mixture Gaussian model can best describe this virtual channel.http://jestec.taylors.edu.my/Vol%206%20Issue%204%20August%2011/Vol_6_4_481_492_ELAMIN.pdfDistributed video codingVirtual channel modelKS testChi-square testLog-likelihood ratio test
spellingShingle A. ELAMIN
VARUN JEOTI
SAMIR BELHOUARI
BEST FIT MODELS TEST FOR THE VIRTUAL CHANNEL IN DISTRIBUTED VIDEO CODING
Journal of Engineering Science and Technology
Distributed video coding
Virtual channel model
KS test
Chi-square test
Log-likelihood ratio test
title BEST FIT MODELS TEST FOR THE VIRTUAL CHANNEL IN DISTRIBUTED VIDEO CODING
title_full BEST FIT MODELS TEST FOR THE VIRTUAL CHANNEL IN DISTRIBUTED VIDEO CODING
title_fullStr BEST FIT MODELS TEST FOR THE VIRTUAL CHANNEL IN DISTRIBUTED VIDEO CODING
title_full_unstemmed BEST FIT MODELS TEST FOR THE VIRTUAL CHANNEL IN DISTRIBUTED VIDEO CODING
title_short BEST FIT MODELS TEST FOR THE VIRTUAL CHANNEL IN DISTRIBUTED VIDEO CODING
title_sort best fit models test for the virtual channel in distributed video coding
topic Distributed video coding
Virtual channel model
KS test
Chi-square test
Log-likelihood ratio test
url http://jestec.taylors.edu.my/Vol%206%20Issue%204%20August%2011/Vol_6_4_481_492_ELAMIN.pdf
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AT varunjeoti bestfitmodelstestforthevirtualchannelindistributedvideocoding
AT samirbelhouari bestfitmodelstestforthevirtualchannelindistributedvideocoding