Food image representation based on modified orientation map

Orientation map is an image representation method representing edges of objects in an image as a set of short line segments instead of pixels representation.The orientation map approach not only aims to extract the key orientation information which constitutes the semantic framework of the visual sc...

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Main Authors: Abdulateef, Salwa Khalid, Mahmuddin, Massudi, Harun, Nor Hazlyna
Format: Article
Language:English
Published: 2017
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Online Access:http://repo.uum.edu.my/21734/1/JTAIT%2095%201%202017%2040%2046.pdf
http://repo.uum.edu.my/21734/
http://www.jatit.org/volumes/Vol95No1/5Vol95No1.pdf
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spelling my.uum.repo.217342017-04-19T08:35:52Z http://repo.uum.edu.my/21734/ Food image representation based on modified orientation map Abdulateef, Salwa Khalid Mahmuddin, Massudi Harun, Nor Hazlyna QA75 Electronic computers. Computer science Orientation map is an image representation method representing edges of objects in an image as a set of short line segments instead of pixels representation.The orientation map approach not only aims to extract the key orientation information which constitutes the semantic framework of the visual scene, but also to remove the insignificant elements which barely play a role in image understanding.However, there are two main problems in the current computational approach of orientation map: 1-the outliers in the orientation map 2- the deformities in some line segments.These two problems have an adverse impact on any algorithmic work for image interpretation. This article proposes two improvements, heuristic based and genetic based, to reduce outliers and deformities respectively.Experimental results prove the significant improvement on the current computational approach of calculating the orientation map. 2017 Article PeerReviewed application/pdf en http://repo.uum.edu.my/21734/1/JTAIT%2095%201%202017%2040%2046.pdf Abdulateef, Salwa Khalid and Mahmuddin, Massudi and Harun, Nor Hazlyna (2017) Food image representation based on modified orientation map. Journal of Theoretical and Applied Information Technology, 95 (1). pp. 40-46. ISSN 1992-8645 http://www.jatit.org/volumes/Vol95No1/5Vol95No1.pdf
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
Abdulateef, Salwa Khalid
Mahmuddin, Massudi
Harun, Nor Hazlyna
Food image representation based on modified orientation map
description Orientation map is an image representation method representing edges of objects in an image as a set of short line segments instead of pixels representation.The orientation map approach not only aims to extract the key orientation information which constitutes the semantic framework of the visual scene, but also to remove the insignificant elements which barely play a role in image understanding.However, there are two main problems in the current computational approach of orientation map: 1-the outliers in the orientation map 2- the deformities in some line segments.These two problems have an adverse impact on any algorithmic work for image interpretation. This article proposes two improvements, heuristic based and genetic based, to reduce outliers and deformities respectively.Experimental results prove the significant improvement on the current computational approach of calculating the orientation map.
format Article
author Abdulateef, Salwa Khalid
Mahmuddin, Massudi
Harun, Nor Hazlyna
author_facet Abdulateef, Salwa Khalid
Mahmuddin, Massudi
Harun, Nor Hazlyna
author_sort Abdulateef, Salwa Khalid
title Food image representation based on modified orientation map
title_short Food image representation based on modified orientation map
title_full Food image representation based on modified orientation map
title_fullStr Food image representation based on modified orientation map
title_full_unstemmed Food image representation based on modified orientation map
title_sort food image representation based on modified orientation map
publishDate 2017
url http://repo.uum.edu.my/21734/1/JTAIT%2095%201%202017%2040%2046.pdf
http://repo.uum.edu.my/21734/
http://www.jatit.org/volumes/Vol95No1/5Vol95No1.pdf
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score 13.19449