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Dominant colour descriptor with spatial information for content-based image retrieval


Citation

Mustaffa, Mas Rina and Ahmad, Fatimah and O. K. Rahmat, Rahmita Wirza and Mahmod, Ramlan (2008) Dominant colour descriptor with spatial information for content-based image retrieval. In: 3rd International Symposium on Information Technology (ITSim'08), 26-28 Aug. 2008, Kuala Lumpur, Malaysia. .

Abstract

An important problem in colour Content-based Image Retrieval (CBIR) is the lack of an effective way to represent both the colour and spatial information of an image. In order to solve this problem, a new dominant colour descriptor that employs spatial information of image is proposed. A maximum of three dominant colour regions in an image together with their respective coordinates of the Minimum-Bounding Rectangle (MBR) are first extracted using the Colour-based Dominant Region segmentation. The Improved Sub-block technique is then used to determine the location of the dominant colour regions by taking into consideration the total horizontal and vertical distances of a region at each location where it overlaps. A Query-by-Example CBIR system implementing the colour-spatial technique is developed. Experimental studies on an image database consisting of 900 images are conducted. From the experiments, it is evident that retrieval effectiveness has significantly improved by 85.86%.


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Additional Metadata

Item Type: Conference or Workshop Item (Paper)
Divisions: Faculty of Computer Science and Information Technology
DOI Number: https://doi.org/10.1109/ITSIM.2008.4631995
Publisher: IEEE
Keywords: Content-based image retrieval (CBIR); Colour; Spatial information; Image; Dominant colour descriptor
Depositing User: Nabilah Mustapa
Date Deposited: 14 Jul 2016 08:52
Last Modified: 28 May 2019 07:36
Altmetrics: http://www.altmetric.com/details.php?domain=psasir.upm.edu.my&doi=10.1109/ITSIM.2008.4631995
URI: http://psasir.upm.edu.my/id/eprint/47717
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