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Vestnik Yuzhno-Ural'skogo Universiteta. Seriya Matematicheskoe Modelirovanie i Programmirovanie, 2023, Volume 16, Issue 4, Pages 61–70
DOI: https://doi.org/10.14529/mmp230404
(Mi vyuru701)
 

This article is cited in 1 scientific paper (total in 1 paper)

Programming & Computer Software

Effective practices of using spatial models in document image classification

O. A. Slavinab, I. M. Janiszewskia

a Federal Research Center “Computer Science and Control” RAS, Moscow, Russian Federation
b LLC “Smart Engines Service”, Moscow, Russian Federation
Full-text PDF (244 kB) Citations (1)
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Abstract: This paper presents a new approach to modelling the structure of document images for classification tasks. Each of the document images is considered as a realization of a stochastic point process. Estimates of the properties of the point process are used to describe the document structure. The main objective of this paper is to determine the type of a new document using a nonparametric classification method. A method of classification of functional properties of point processes based on the concept of statistical depth is proposed. Practical issues of experimentation are considered. Modeling on real data showed the effectiveness of the proposed approach.
Keywords: documents with flexible structure, classification, spatial point process, reproducible point patterns, depth, $DD$-plot, $\alpha$-procedure.
Received: 04.10.2023
Document Type: Article
UDC: 004.932.72'1
MSC: 90C35, 90C27
Language: English
Citation: O. A. Slavin, I. M. Janiszewski, “Effective practices of using spatial models in document image classification”, Vestnik YuUrGU. Ser. Mat. Model. Progr., 16:4 (2023), 61–70
Citation in format AMSBIB
\Bibitem{SlaJan23}
\by O.~A.~Slavin, I.~M.~Janiszewski
\paper Effective practices of using spatial models in document image classification
\jour Vestnik YuUrGU. Ser. Mat. Model. Progr.
\yr 2023
\vol 16
\issue 4
\pages 61--70
\mathnet{http://mi.mathnet.ru/vyuru701}
\crossref{https://doi.org/10.14529/mmp230404}
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  • https://www.mathnet.ru/eng/vyuru/v16/i4/p61
  • This publication is cited in the following 1 articles:
    Citing articles in Google Scholar: Russian citations, English citations
    Related articles in Google Scholar: Russian articles, English articles
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    Full-text PDF :21
    References:15
     
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