Comparative study on content-based image retrieval CBIR)

The process of retrieving desired images from a large collection is widely used in applications of computer vision. In order to improve the retrieval performance an efficient and accurate system is required. Retrieving images based on the content i.e. color, texture, shape etc is called content base...

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Main Authors: Taha, Imad, Farid, Sumaira, Hussain, Ayyaz
Format: Conference or Workshop Item
Language:English
Published: 2012
Subjects:
Online Access:http://irep.iium.edu.my/28024/
http://irep.iium.edu.my/28024/
http://irep.iium.edu.my/28024/4/ieee-imad-sm.pdf
id iium-28024
recordtype eprints
spelling iium-280242013-07-02T07:33:45Z http://irep.iium.edu.my/28024/ Comparative study on content-based image retrieval CBIR) Taha, Imad Farid, Sumaira Hussain, Ayyaz QA75 Electronic computers. Computer science The process of retrieving desired images from a large collection is widely used in applications of computer vision. In order to improve the retrieval performance an efficient and accurate system is required. Retrieving images based on the content i.e. color, texture, shape etc is called content based image retrieval (CBIR). The content is actually the feature of an image and is extracted through a meaningful way to construct a feature vector. Images having the least distance between their feature vectors are most similar. This paper gives comparison of three different approaches of CBIR based on image features and similarity measures taken for finding the similarity between two images. Results have shown that selecting an important image feature and calculating that through a meaningful way is of great importance in image retrieval. All the important features must be considered while constructing a feature vector and a proper similarity measure should be used for calculating the distance between two feature vectors. These parameters play very crucial role in deciding the overall performance of the any CBIR system. Some future direction were identified and under our future work. 2012-11-28 Conference or Workshop Item NonPeerReviewed application/pdf en http://irep.iium.edu.my/28024/4/ieee-imad-sm.pdf Taha, Imad and Farid, Sumaira and Hussain, Ayyaz (2012) Comparative study on content-based image retrieval CBIR). In: International Conference on Advanced Computer Science Applications and Technologies , 26-28 Nov 2012, The Palace of Golden Horses- KL. http://www.acsat.co.uk
repository_type Digital Repository
institution_category Local University
institution International Islamic University Malaysia
building IIUM Repository
collection Online Access
language English
topic QA75 Electronic computers. Computer science
spellingShingle QA75 Electronic computers. Computer science
Taha, Imad
Farid, Sumaira
Hussain, Ayyaz
Comparative study on content-based image retrieval CBIR)
description The process of retrieving desired images from a large collection is widely used in applications of computer vision. In order to improve the retrieval performance an efficient and accurate system is required. Retrieving images based on the content i.e. color, texture, shape etc is called content based image retrieval (CBIR). The content is actually the feature of an image and is extracted through a meaningful way to construct a feature vector. Images having the least distance between their feature vectors are most similar. This paper gives comparison of three different approaches of CBIR based on image features and similarity measures taken for finding the similarity between two images. Results have shown that selecting an important image feature and calculating that through a meaningful way is of great importance in image retrieval. All the important features must be considered while constructing a feature vector and a proper similarity measure should be used for calculating the distance between two feature vectors. These parameters play very crucial role in deciding the overall performance of the any CBIR system. Some future direction were identified and under our future work.
format Conference or Workshop Item
author Taha, Imad
Farid, Sumaira
Hussain, Ayyaz
author_facet Taha, Imad
Farid, Sumaira
Hussain, Ayyaz
author_sort Taha, Imad
title Comparative study on content-based image retrieval CBIR)
title_short Comparative study on content-based image retrieval CBIR)
title_full Comparative study on content-based image retrieval CBIR)
title_fullStr Comparative study on content-based image retrieval CBIR)
title_full_unstemmed Comparative study on content-based image retrieval CBIR)
title_sort comparative study on content-based image retrieval cbir)
publishDate 2012
url http://irep.iium.edu.my/28024/
http://irep.iium.edu.my/28024/
http://irep.iium.edu.my/28024/4/ieee-imad-sm.pdf
first_indexed 2023-09-18T20:41:28Z
last_indexed 2023-09-18T20:41:28Z
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