An efficient perceptual color indexing method for content-based image retrieval using uniform color space
Dominant Color Descriptor (DCD) is one of the famous descriptors in Content-based image retrieval (CBIR).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 d...
| Main Authors: | , , , |
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| Format: | Book Section |
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Springer
2013
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| _version_ | 1825803032234819584 |
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| author | Talib, Ahmed Mahmuddin, Massudi Husni, Husniza George, Loay E. |
| author2 | Herawan, Tutut |
| author_facet | Herawan, Tutut Talib, Ahmed Mahmuddin, Massudi Husni, Husniza George, Loay E. |
| author_sort | Talib, Ahmed |
| collection | UUM |
| description | Dominant Color Descriptor (DCD) is one of the famous descriptors in Content-based image retrieval (CBIR).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 where uniform RGB color space is used to index images in LUV perceptual color space.Proposed indexing method will speed up the retrieval process where the dominant colors in query image are used to reduce the search space.Additionally, the accuracy of color descriptors is improved due to this space reduction. Experimental results show effectiveness of the proposed color indexing method in reducing search space to less than 25 % without degradation the accuracy. |
| first_indexed | 2024-07-04T05:50:17Z |
| format | Book Section |
| id | uum-12583 |
| institution | Universiti Utara Malaysia |
| last_indexed | 2024-07-04T05:50:17Z |
| publishDate | 2013 |
| publisher | Springer |
| record_format | eprints |
| spelling | uum-125832014-11-11T07:41:42Z https://repo.uum.edu.my/id/eprint/12583/ An efficient perceptual color indexing method for content-based image retrieval using uniform color space Talib, Ahmed Mahmuddin, Massudi Husni, Husniza George, Loay E. QA76 Computer software Dominant Color Descriptor (DCD) is one of the famous descriptors in Content-based image retrieval (CBIR).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 where uniform RGB color space is used to index images in LUV perceptual color space.Proposed indexing method will speed up the retrieval process where the dominant colors in query image are used to reduce the search space.Additionally, the accuracy of color descriptors is improved due to this space reduction. Experimental results show effectiveness of the proposed color indexing method in reducing search space to less than 25 % without degradation the accuracy. Springer Herawan, Tutut Mat Deris, Mustafa Abawajy, Jemal 2013-12-15 Book Section PeerReviewed Talib, Ahmed and Mahmuddin, Massudi and Husni, Husniza and George, Loay E. (2013) An efficient perceptual color indexing method for content-based image retrieval using uniform color space. In: Proceedings of the First International Conference on Advanced Data and Information Engineering (DaEng-2013). Lecture Notes in Electrical Engineering, 285 (285). Springer, Singapore, pp. 399-408. ISBN 978-981-4585-17-0 http://dx.doi.org/10.1007/978-981-4585-18-7_45 doi:10.1007/978-981-4585-18-7_45 doi:10.1007/978-981-4585-18-7_45 |
| spellingShingle | QA76 Computer software Talib, Ahmed Mahmuddin, Massudi Husni, Husniza George, Loay E. An efficient perceptual color indexing method for content-based image retrieval using uniform color space |
| title | An efficient perceptual color indexing method for content-based image retrieval using uniform color space |
| title_full | An efficient perceptual color indexing method for content-based image retrieval using uniform color space |
| title_fullStr | An efficient perceptual color indexing method for content-based image retrieval using uniform color space |
| title_full_unstemmed | An efficient perceptual color indexing method for content-based image retrieval using uniform color space |
| title_short | An efficient perceptual color indexing method for content-based image retrieval using uniform color space |
| title_sort | efficient perceptual color indexing method for content based image retrieval using uniform color space |
| topic | QA76 Computer software |
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