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Vestnik Yuzhno-Ural'skogo Universiteta. Seriya Matematicheskoe Modelirovanie i Programmirovanie, 2019, Volume 12, Issue 3, Pages 74–88
DOI: https://doi.org/10.14529/mmp190307
(Mi vyuru506)
 

This article is cited in 12 scientific papers (total in 12 papers)

Programming & Computer Software

A method to reduce errors of string recognition based on combination of several recognition results with per-character alternatives

K. B. Bulatov

Institute for Systems Analysis, Federal Research Center "Computer Science and Control" of Russian Academy of Sciences, Moscow, Russian Federation
References:
Abstract: We consider the problem on recognition of a string object presented in several video stream frames. In order to maximize the output accuracy, we combine several results of the recognition. To this end, we consider a model of result of a string object recognition. The model takes into account the estimations of alternative results of per-character classification. Also, we propose an algorithm to combine results of a string recognition according to this model. The algorithm was evaluated on a MIDV-500 dataset of document images. The experimental results show that the proposed algorithm allows to achieve the high accuracy of recognition result due to an analysis of several images, and the use of the estimations of alternative results of per-character classification gives the higher results then a combination of strings that contain only the final alternatives of each character.
Keywords: recognition in video stream, mobile OCR, recognition algorithms.
Funding agency Grant number
Russian Foundation for Basic Research 17-29-03370_офи_м
17-29-03170_офи_м
This work was partially financially supported by the Russian Foundation for Basic Research, projects 17-29-03170 and 17-29-03370.
Received: 28.05.2019
Bibliographic databases:
Document Type: Article
UDC: 303.732
MSC: 68T10, 68W32
Language: English
Citation: K. B. Bulatov, “A method to reduce errors of string recognition based on combination of several recognition results with per-character alternatives”, Vestnik YuUrGU. Ser. Mat. Model. Progr., 12:3 (2019), 74–88
Citation in format AMSBIB
\Bibitem{Bul19}
\by K.~B.~Bulatov
\paper A method to reduce errors of string recognition based on combination of several recognition results with per-character alternatives
\jour Vestnik YuUrGU. Ser. Mat. Model. Progr.
\yr 2019
\vol 12
\issue 3
\pages 74--88
\mathnet{http://mi.mathnet.ru/vyuru506}
\crossref{https://doi.org/10.14529/mmp190307}
\elib{https://elibrary.ru/item.asp?id=41265005}
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  • This publication is cited in the following 12 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 :72
    References:26
     
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