Dominant color-based indexing method for fast content-based image retrieval

Content-based image retrieval is an active research area in image processing and computer vision.Color represents an important feature in CBIR applications, thus many color descriptors were proposed.Sequential search is one of the common drawbacks of most color descriptors especially in large databa...

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Main Authors: Talib, Ahmed, Mahmuddin, Massudi, Husni, Husniza, George, Loay E.
Other Authors: Boonkrong, Sirapat
Format: Book Section
Language:English
Published: Springer International Publishing 2014
Subjects:
Online Access:http://repo.uum.edu.my/17906/1/RAICTAISC%202014%20135-144.pdf
http://repo.uum.edu.my/17906/
http://doi.org/10.1007/978-3-319-06538-0_14
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spelling my.uum.repo.179062016-04-17T04:33:45Z http://repo.uum.edu.my/17906/ Dominant color-based indexing method for fast content-based image retrieval Talib, Ahmed Mahmuddin, Massudi Husni, Husniza George, Loay E. QA75 Electronic computers. Computer science Content-based image retrieval is an active research area in image processing and computer vision.Color represents an important feature in CBIR applications, thus many color descriptors were proposed.Sequential search is one of the common drawbacks of most color descriptors especially in large databases.In this paper, dominant colors of an image are indexed to avoid sequential search in the database.Dominant colors in query image are used independently to find images that containing similar colors to create reduced search space instead of the whole database search space.This will speed up the retrieval process in addition to improve the accuracy of color descriptors.Experimental results show effectiveness of the proposed color indexing method in reducing the search space to less than 25% without degradation the accuracy. Springer International Publishing Boonkrong, Sirapat Unger, Herwig Meesad, Phayung 2014 Book Section PeerReviewed application/pdf en http://repo.uum.edu.my/17906/1/RAICTAISC%202014%20135-144.pdf Talib, Ahmed and Mahmuddin, Massudi and Husni, Husniza and George, Loay E. (2014) Dominant color-based indexing method for fast content-based image retrieval. In: Recent Advances in Information and Communication Technology. Advances in Intelligent Systems and Computing, 265 . Springer International Publishing, pp. 135-144. ISBN 978-3-319-06537-3 http://doi.org/10.1007/978-3-319-06538-0_14 doi:10.1007/978-3-319-06538-0_14
institution Universiti Utara Malaysia
building UUM Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Utara Malaysia
content_source UUM Institutionali Repository
url_provider http://repo.uum.edu.my/
language English
topic QA75 Electronic computers. Computer science
spellingShingle QA75 Electronic computers. Computer science
Talib, Ahmed
Mahmuddin, Massudi
Husni, Husniza
George, Loay E.
Dominant color-based indexing method for fast content-based image retrieval
description Content-based image retrieval is an active research area in image processing and computer vision.Color represents an important feature in CBIR applications, thus many color descriptors were proposed.Sequential search is one of the common drawbacks of most color descriptors especially in large databases.In this paper, dominant colors of an image are indexed to avoid sequential search in the database.Dominant colors in query image are used independently to find images that containing similar colors to create reduced search space instead of the whole database search space.This will speed up the retrieval process in addition to improve the accuracy of color descriptors.Experimental results show effectiveness of the proposed color indexing method in reducing the search space to less than 25% without degradation the accuracy.
author2 Boonkrong, Sirapat
author_facet Boonkrong, Sirapat
Talib, Ahmed
Mahmuddin, Massudi
Husni, Husniza
George, Loay E.
format Book Section
author Talib, Ahmed
Mahmuddin, Massudi
Husni, Husniza
George, Loay E.
author_sort Talib, Ahmed
title Dominant color-based indexing method for fast content-based image retrieval
title_short Dominant color-based indexing method for fast content-based image retrieval
title_full Dominant color-based indexing method for fast content-based image retrieval
title_fullStr Dominant color-based indexing method for fast content-based image retrieval
title_full_unstemmed Dominant color-based indexing method for fast content-based image retrieval
title_sort dominant color-based indexing method for fast content-based image retrieval
publisher Springer International Publishing
publishDate 2014
url http://repo.uum.edu.my/17906/1/RAICTAISC%202014%20135-144.pdf
http://repo.uum.edu.my/17906/
http://doi.org/10.1007/978-3-319-06538-0_14
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score 13.149126