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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...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Hindawi Publishing Corporation
2014
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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. |
format | Online Article Text |
id | pubmed-4152954 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2014 |
publisher | Hindawi Publishing Corporation |
record_format | MEDLINE/PubMed |
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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