Document image analysis: issues, comparison of methods and remaining problems

Image analysis is an interesting research area with a large variety of challenging applications. Researchers have worked from decades on this topic, as witnessed by the scientific literature. However, document image analysis is the special case in image analysis as their spatial properties are diffe...

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Main Authors: Saba, Tanzila, Sulong, Ghazali, Rehman, Amjad
Format: Article
Published: Springer Netherlands 2011
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Online Access:http://eprints.utm.my/id/eprint/28989/
http://dx.doi.org/10.1007/s10462-010-9186-6
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Institution: Universiti Teknologi Malaysia
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spelling my.utm.289892019-03-05T01:38:14Z http://eprints.utm.my/id/eprint/28989/ Document image analysis: issues, comparison of methods and remaining problems Saba, Tanzila Sulong, Ghazali Rehman, Amjad QA75 Electronic computers. Computer science Image analysis is an interesting research area with a large variety of challenging applications. Researchers have worked from decades on this topic, as witnessed by the scientific literature. However, document image analysis is the special case in image analysis as their spatial properties are different from natural images. Therefore, the main focus of this paper is to describe image denoising issues in general and document image issues in particular. Since the field of document processing is relatively new, it is also dynamic, so current methods have room for improvement and innovations are still being made. Several algorithms proposed in the literature are described. Critical discussions are reported about the current status of the field and open problems are highlighted. It is also demonstrated that, there are rarely definitive techniques for all cases of a certain problem. We surveyed the state of art, analyzed recent trends and tried to identify challenges for future research in this field. Springer Netherlands 2011-02 Article PeerReviewed Saba, Tanzila and Sulong, Ghazali and Rehman, Amjad (2011) Document image analysis: issues, comparison of methods and remaining problems. Artificial Intelligence Review, 35 (2). pp. 101-118. ISSN 0269-2821 http://dx.doi.org/10.1007/s10462-010-9186-6 DOI:10.1007/s10462-010-9186-6
institution Universiti Teknologi Malaysia
building UTM Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Teknologi Malaysia
content_source UTM Institutional Repository
url_provider http://eprints.utm.my/
topic QA75 Electronic computers. Computer science
spellingShingle QA75 Electronic computers. Computer science
Saba, Tanzila
Sulong, Ghazali
Rehman, Amjad
Document image analysis: issues, comparison of methods and remaining problems
description Image analysis is an interesting research area with a large variety of challenging applications. Researchers have worked from decades on this topic, as witnessed by the scientific literature. However, document image analysis is the special case in image analysis as their spatial properties are different from natural images. Therefore, the main focus of this paper is to describe image denoising issues in general and document image issues in particular. Since the field of document processing is relatively new, it is also dynamic, so current methods have room for improvement and innovations are still being made. Several algorithms proposed in the literature are described. Critical discussions are reported about the current status of the field and open problems are highlighted. It is also demonstrated that, there are rarely definitive techniques for all cases of a certain problem. We surveyed the state of art, analyzed recent trends and tried to identify challenges for future research in this field.
format Article
author Saba, Tanzila
Sulong, Ghazali
Rehman, Amjad
author_facet Saba, Tanzila
Sulong, Ghazali
Rehman, Amjad
author_sort Saba, Tanzila
title Document image analysis: issues, comparison of methods and remaining problems
title_short Document image analysis: issues, comparison of methods and remaining problems
title_full Document image analysis: issues, comparison of methods and remaining problems
title_fullStr Document image analysis: issues, comparison of methods and remaining problems
title_full_unstemmed Document image analysis: issues, comparison of methods and remaining problems
title_sort document image analysis: issues, comparison of methods and remaining problems
publisher Springer Netherlands
publishDate 2011
url http://eprints.utm.my/id/eprint/28989/
http://dx.doi.org/10.1007/s10462-010-9186-6
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