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 templ...
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Format: | Article |
Language: | English |
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Wiley
2014-01-01
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Series: | The Scientific World Journal |
Online Access: | http://dx.doi.org/10.1155/2014/918453 |
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author | Risheng Han Shigen Shen Guangxue Yue Hui Ding |
author_facet | Risheng Han Shigen Shen Guangxue Yue Hui Ding |
author_sort | Risheng Han |
collection | DOAJ |
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 | Article |
id | doaj-art-6730acff18dc48f69342d10c60b707a6 |
institution | Kabale University |
issn | 2356-6140 1537-744X |
language | English |
publishDate | 2014-01-01 |
publisher | Wiley |
record_format | Article |
series | The Scientific World Journal |
spelling | doaj-art-6730acff18dc48f69342d10c60b707a62025-02-03T05:43:38ZengWileyThe Scientific World Journal2356-61401537-744X2014-01-01201410.1155/2014/918453918453A Novel BA Complex Network Model on Color Template MatchingRisheng Han0Shigen Shen1Guangxue Yue2Hui Ding3Nanhu College, Jiaxing University, Jiaxing 314001, ChinaCollege of Mathematics, Physics and Information Engineering, Jiaxing University, Jiaxing 314001, ChinaCollege of Mathematics, Physics and Information Engineering, Jiaxing University, Jiaxing 314001, ChinaCollege of Mathematics, Physics and Information Engineering, Jiaxing University, Jiaxing 314001, ChinaA 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.http://dx.doi.org/10.1155/2014/918453 |
spellingShingle | Risheng Han Shigen Shen Guangxue Yue Hui Ding A Novel BA Complex Network Model on Color Template Matching The Scientific World Journal |
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 |
url | http://dx.doi.org/10.1155/2014/918453 |
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