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A Novel BA Complex Network Model on Color Template Matching

A novel BA complex network model of color space is proposed based on two fundamental rules of BA scale-free network model: growth and preferential attachment. The scale-free characteristic of color space is discovered by analyzing evolving process of template's color distribution. And then the...

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Detalles Bibliográficos
Autores principales: Han, Risheng, Shen, Shigen, Yue, Guangxue, Ding, Hui
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi Publishing Corporation 2014
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4152954/
https://www.ncbi.nlm.nih.gov/pubmed/25243235
http://dx.doi.org/10.1155/2014/918453
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author Han, Risheng
Shen, Shigen
Yue, Guangxue
Ding, Hui
author_facet Han, Risheng
Shen, Shigen
Yue, Guangxue
Ding, Hui
author_sort Han, Risheng
collection PubMed
description A novel BA complex network model of color space is proposed based on two fundamental rules of BA scale-free network model: growth and preferential attachment. The scale-free characteristic of color space is discovered by analyzing evolving process of template's color distribution. And then the template's BA complex network model can be used to select important color pixels which have much larger effects than other color pixels in matching process. The proposed BA complex network model of color space can be easily integrated into many traditional template matching algorithms, such as SSD based matching and SAD based matching. Experiments show the performance of color template matching results can be improved based on the proposed algorithm. To the best of our knowledge, this is the first study about how to model the color space of images using a proper complex network model and apply the complex network model to template matching.
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spelling pubmed-41529542014-09-21 A Novel BA Complex Network Model on Color Template Matching Han, Risheng Shen, Shigen Yue, Guangxue Ding, Hui ScientificWorldJournal Research Article A novel BA complex network model of color space is proposed based on two fundamental rules of BA scale-free network model: growth and preferential attachment. The scale-free characteristic of color space is discovered by analyzing evolving process of template's color distribution. And then the template's BA complex network model can be used to select important color pixels which have much larger effects than other color pixels in matching process. The proposed BA complex network model of color space can be easily integrated into many traditional template matching algorithms, such as SSD based matching and SAD based matching. Experiments show the performance of color template matching results can be improved based on the proposed algorithm. To the best of our knowledge, this is the first study about how to model the color space of images using a proper complex network model and apply the complex network model to template matching. Hindawi Publishing Corporation 2014 2014-08-19 /pmc/articles/PMC4152954/ /pubmed/25243235 http://dx.doi.org/10.1155/2014/918453 Text en Copyright © 2014 Risheng Han et al. https://creativecommons.org/licenses/by/3.0/ This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Research Article
Han, Risheng
Shen, Shigen
Yue, Guangxue
Ding, Hui
A Novel BA Complex Network Model on Color Template Matching
title A Novel BA Complex Network Model on Color Template Matching
title_full A Novel BA Complex Network Model on Color Template Matching
title_fullStr A Novel BA Complex Network Model on Color Template Matching
title_full_unstemmed A Novel BA Complex Network Model on Color Template Matching
title_short A Novel BA Complex Network Model on Color Template Matching
title_sort novel ba complex network model on color template matching
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4152954/
https://www.ncbi.nlm.nih.gov/pubmed/25243235
http://dx.doi.org/10.1155/2014/918453
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