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Erschienen in: International Journal on Digital Libraries 3/2020

23.01.2020

Historical document layout analysis using anisotropic diffusion and geometric features

verfasst von: Galal M. BinMakhashen, Sabri A. Mahmoud

Erschienen in: International Journal on Digital Libraries | Ausgabe 3/2020

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Abstract

There are several digital libraries worldwide which maintain valuable historical manuscripts. Usually, digital copies of these manuscripts are offered to researchers and readers in raster-image format. These images carry several document degradations that may hinder automatic information retrieval solutions such as manuscript indexing, categorization, retrieval by content, etc. In this paper, we propose a learning-free and hybrid document layout analysis for handwritten historical manuscripts. It has two main phases: page characterization and segmentation. First, the proposed method locates main-content initially using top-down whitespace analysis. It employs anisotropic diffusion filtering to find whitespaces. Then, it extracts template features representing manuscripts’ authors writing behavior. After that, moving windows are used to scan the manuscript page and define main-content boundaries more precisely. We evaluated the proposed method on two datasets: One set is publicly available with 38 historical manuscript pages, and the other set of 51 historical manuscript pages that are collected from the online Harvard Library. Experiments on both datasets show promising results in terms of segmentation quality of main-content that reaches up to 98.5% success rate.

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Metadaten
Titel
Historical document layout analysis using anisotropic diffusion and geometric features
verfasst von
Galal M. BinMakhashen
Sabri A. Mahmoud
Publikationsdatum
23.01.2020
Verlag
Springer Berlin Heidelberg
Erschienen in
International Journal on Digital Libraries / Ausgabe 3/2020
Print ISSN: 1432-5012
Elektronische ISSN: 1432-1300
DOI
https://doi.org/10.1007/s00799-020-00280-w

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