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Effective and fast binarization method for combined degradation on ancient documents

Document image binarization is a challenging task because of combined degradation in a document. In this study, a new binarization method is proposed for binarizing an ancient document with combined degradation. The proposed method comprises the following four stages: histogram analysis, contrast en...

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Detalles Bibliográficos
Autores principales: Saddami, Khairun, Munadi, Khairul, Away, Yuwaldi, Arnia, Fitri
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6820306/
https://www.ncbi.nlm.nih.gov/pubmed/31687493
http://dx.doi.org/10.1016/j.heliyon.2019.e02613
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author Saddami, Khairun
Munadi, Khairul
Away, Yuwaldi
Arnia, Fitri
author_facet Saddami, Khairun
Munadi, Khairul
Away, Yuwaldi
Arnia, Fitri
author_sort Saddami, Khairun
collection PubMed
description Document image binarization is a challenging task because of combined degradation in a document. In this study, a new binarization method is proposed for binarizing an ancient document with combined degradation. The proposed method comprises the following four stages: histogram analysis, contrast enhancement, local adaptive thresholding, and artifact removal. In histogram analysis, a new approach is applied to establish a uniform background. Next, the image contrast is enhanced using a new contrast enhancement, and then the document is binarized using a novel local adaptive thresholding. Artifacts from the binarization process are removed in the artifact removal stage. Finally, an experiment is conducted using one private and four public datasets and by simulating the proposed method with and without contrast enhancement. The results showed that the proposed method is faster and more effective compared to other state-of-the-art procedures for binarizing ancient documents.
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spelling pubmed-68203062019-11-04 Effective and fast binarization method for combined degradation on ancient documents Saddami, Khairun Munadi, Khairul Away, Yuwaldi Arnia, Fitri Heliyon Article Document image binarization is a challenging task because of combined degradation in a document. In this study, a new binarization method is proposed for binarizing an ancient document with combined degradation. The proposed method comprises the following four stages: histogram analysis, contrast enhancement, local adaptive thresholding, and artifact removal. In histogram analysis, a new approach is applied to establish a uniform background. Next, the image contrast is enhanced using a new contrast enhancement, and then the document is binarized using a novel local adaptive thresholding. Artifacts from the binarization process are removed in the artifact removal stage. Finally, an experiment is conducted using one private and four public datasets and by simulating the proposed method with and without contrast enhancement. The results showed that the proposed method is faster and more effective compared to other state-of-the-art procedures for binarizing ancient documents. Elsevier 2019-10-22 /pmc/articles/PMC6820306/ /pubmed/31687493 http://dx.doi.org/10.1016/j.heliyon.2019.e02613 Text en © 2019 The Authors http://creativecommons.org/licenses/by-nc-nd/4.0/ This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/).
spellingShingle Article
Saddami, Khairun
Munadi, Khairul
Away, Yuwaldi
Arnia, Fitri
Effective and fast binarization method for combined degradation on ancient documents
title Effective and fast binarization method for combined degradation on ancient documents
title_full Effective and fast binarization method for combined degradation on ancient documents
title_fullStr Effective and fast binarization method for combined degradation on ancient documents
title_full_unstemmed Effective and fast binarization method for combined degradation on ancient documents
title_short Effective and fast binarization method for combined degradation on ancient documents
title_sort effective and fast binarization method for combined degradation on ancient documents
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6820306/
https://www.ncbi.nlm.nih.gov/pubmed/31687493
http://dx.doi.org/10.1016/j.heliyon.2019.e02613
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