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Hybrid method to obtain interest region and non interest region for color based image retrieval

Content based image retrieval (CBIR) has become one of the most active research areas in the past few years. Many indexing techniques are based on global feature distributions. However, these global distributions have limited discriminating power because they are unable to capture...

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主要な著者: Abd Rasid, Mamat, Norkhairani, Abdul Rawi, Mohd Fadzil, Abdul Kadir
フォーマット: 論文
言語:English
出版事項: International Center for Scientific Research and Studies 2015
主題:
QA75 Electronic computers. Computer science
オンライン･アクセス:http://eprints.unisza.edu.my/6887/1/FH02-FIK-15-04678.jpg
http://eprints.unisza.edu.my/6887/
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spelling my-unisza-ir.68872022-09-13T05:06:15Z http://eprints.unisza.edu.my/6887/ Hybrid method to obtain interest region and non interest region for color based image retrieval Abd Rasid, Mamat Norkhairani, Abdul Rawi Mohd Fadzil, Abdul Kadir QA75 Electronic computers. Computer science Content based image retrieval (CBIR) has become one of the most active research areas in the past few years. Many indexing techniques are based on global feature distributions. However, these global distributions have limited discriminating power because they are unable to capture local image information. In this paper, the new proposed method based on local image to classify the Interest Region (IR) and Non Interest Region (NIR) of images. To develop this, the integration of clustering and user intervention was applied. Clustering process is obtaining several regions, meanwhile to ascertain the location of the center of images through user intervention. Several experiments are conducted using different weight (ω, γ) of IR and NIR. Subsequently average color moment is extracted from this region (IR and NIR) in CIE Lab color model. To investigate the performance, new distance is proposed based on Euclidean distance. Experimental results show the proposed method more efficient in image retrieval. International Center for Scientific Research and Studies 2015 Article PeerReviewed image en http://eprints.unisza.edu.my/6887/1/FH02-FIK-15-04678.jpg Abd Rasid, Mamat and Norkhairani, Abdul Rawi and Mohd Fadzil, Abdul Kadir (2015) Hybrid method to obtain interest region and non interest region for color based image retrieval. International Journal of Advances in Soft Computing and its Applications, 7 (3). pp. 16-30. ISSN 20748523
institution Universiti Sultan Zainal Abidin
building UNISZA Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Sultan Zainal Abidin
content_source UNISZA Institutional Repository
url_provider https://eprints.unisza.edu.my/
language English
topic QA75 Electronic computers. Computer science
spellingShingle QA75 Electronic computers. Computer science
Abd Rasid, Mamat
Norkhairani, Abdul Rawi
Mohd Fadzil, Abdul Kadir
Hybrid method to obtain interest region and non interest region for color based image retrieval
description Content based image retrieval (CBIR) has become one of the most active research areas in the past few years. Many indexing techniques are based on global feature distributions. However, these global distributions have limited discriminating power because they are unable to capture local image information. In this paper, the new proposed method based on local image to classify the Interest Region (IR) and Non Interest Region (NIR) of images. To develop this, the integration of clustering and user intervention was applied. Clustering process is obtaining several regions, meanwhile to ascertain the location of the center of images through user intervention. Several experiments are conducted using different weight (ω, γ) of IR and NIR. Subsequently average color moment is extracted from this region (IR and NIR) in CIE Lab color model. To investigate the performance, new distance is proposed based on Euclidean distance. Experimental results show the proposed method more efficient in image retrieval.
format Article
author Abd Rasid, Mamat
Norkhairani, Abdul Rawi
Mohd Fadzil, Abdul Kadir
author_facet Abd Rasid, Mamat
Norkhairani, Abdul Rawi
Mohd Fadzil, Abdul Kadir
author_sort Abd Rasid, Mamat
title Hybrid method to obtain interest region and non interest region for color based image retrieval
title_short Hybrid method to obtain interest region and non interest region for color based image retrieval
title_full Hybrid method to obtain interest region and non interest region for color based image retrieval
title_fullStr Hybrid method to obtain interest region and non interest region for color based image retrieval
title_full_unstemmed Hybrid method to obtain interest region and non interest region for color based image retrieval
title_sort hybrid method to obtain interest region and non interest region for color based image retrieval
publisher International Center for Scientific Research and Studies
publishDate 2015
url http://eprints.unisza.edu.my/6887/1/FH02-FIK-15-04678.jpg
http://eprints.unisza.edu.my/6887/
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score 13.251813

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