Just-in-time outdoor color discrimination using adaptive similarity-based classifier

The color recognition and identification in operation time is a critical task in color-based computer vision applications. The main problem for recognizing the real color arises when the color characteristics are changed dynamically in the life time of a system. The outdoor color models which have b...

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Main Authors: Sojodishijani, Omid, Ramli, Abdul Rahman, Rostami, Vahid, Samsudin, Khairulmizam, Saripan, M. Iqbal
Format: Article
Language:English
Published: The Institute of Electronics, Information and Communication Engineers 2010
Online Access:http://psasir.upm.edu.my/id/eprint/11431/
http://psasir.upm.edu.my/id/eprint/11431/1/Just-in-time%20outdoor%20color%20discrimination%20using%20adaptive%20similarity-based%20classifier.pdf
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author Sojodishijani, Omid
Ramli, Abdul Rahman
Rostami, Vahid
Samsudin, Khairulmizam
Saripan, M. Iqbal
author_facet Sojodishijani, Omid
Ramli, Abdul Rahman
Rostami, Vahid
Samsudin, Khairulmizam
Saripan, M. Iqbal
author_sort Sojodishijani, Omid
building UPM Institutional Repository
collection Online Access
description The color recognition and identification in operation time is a critical task in color-based computer vision applications. The main problem for recognizing the real color arises when the color characteristics are changed dynamically in the life time of a system. The outdoor color models which have been addressed by some researchers have serious practical limitations to employ in real applications. Moreover, due to high fluctuations in environment illumination, using conventional classifier for discriminating colors is a complicated task. In this paper, a just-in-time and model-free solution in order to discriminate outdoor colors on data driven modality is proposed. For this purpose, adaptive similarity-based classifier is utilized to track the color's data evolution during a day.
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institution Universiti Putra Malaysia
institution_category Local University
language English
last_indexed 2025-11-15T07:46:17Z
publishDate 2010
publisher The Institute of Electronics, Information and Communication Engineers
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spelling upm-114312018-10-26T01:54:30Z http://psasir.upm.edu.my/id/eprint/11431/ Just-in-time outdoor color discrimination using adaptive similarity-based classifier Sojodishijani, Omid Ramli, Abdul Rahman Rostami, Vahid Samsudin, Khairulmizam Saripan, M. Iqbal The color recognition and identification in operation time is a critical task in color-based computer vision applications. The main problem for recognizing the real color arises when the color characteristics are changed dynamically in the life time of a system. The outdoor color models which have been addressed by some researchers have serious practical limitations to employ in real applications. Moreover, due to high fluctuations in environment illumination, using conventional classifier for discriminating colors is a complicated task. In this paper, a just-in-time and model-free solution in order to discriminate outdoor colors on data driven modality is proposed. For this purpose, adaptive similarity-based classifier is utilized to track the color's data evolution during a day. The Institute of Electronics, Information and Communication Engineers 2010 Article PeerReviewed text en http://psasir.upm.edu.my/id/eprint/11431/1/Just-in-time%20outdoor%20color%20discrimination%20using%20adaptive%20similarity-based%20classifier.pdf Sojodishijani, Omid and Ramli, Abdul Rahman and Rostami, Vahid and Samsudin, Khairulmizam and Saripan, M. Iqbal (2010) Just-in-time outdoor color discrimination using adaptive similarity-based classifier. IEICE Electronics Express, 7 (5). pp. 339-345. ISSN 1349-2543 https://www.jstage.jst.go.jp/article/elex/7/5/7_5_339/_article 10.1587/elex.7.339
spellingShingle Sojodishijani, Omid
Ramli, Abdul Rahman
Rostami, Vahid
Samsudin, Khairulmizam
Saripan, M. Iqbal
Just-in-time outdoor color discrimination using adaptive similarity-based classifier
title Just-in-time outdoor color discrimination using adaptive similarity-based classifier
title_full Just-in-time outdoor color discrimination using adaptive similarity-based classifier
title_fullStr Just-in-time outdoor color discrimination using adaptive similarity-based classifier
title_full_unstemmed Just-in-time outdoor color discrimination using adaptive similarity-based classifier
title_short Just-in-time outdoor color discrimination using adaptive similarity-based classifier
title_sort just-in-time outdoor color discrimination using adaptive similarity-based classifier
url http://psasir.upm.edu.my/id/eprint/11431/
http://psasir.upm.edu.my/id/eprint/11431/
http://psasir.upm.edu.my/id/eprint/11431/
http://psasir.upm.edu.my/id/eprint/11431/1/Just-in-time%20outdoor%20color%20discrimination%20using%20adaptive%20similarity-based%20classifier.pdf