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Journal of the Belarusian State University. Mathematics and Informatics, 2020, Volume 2, Pages 105–114
DOI: https://doi.org/10.33581/2520-6508-2020-2-105-114 (Mi bgumi65) 		 
This article is cited in 1 scientific paper (total in 1 paper)

Theoretical foundations of computer science

Combined algorithm for bone age determination based on hand x-rays analysis

I. I. Kosika, A. M. Nedzvedzbc, R. M. Karapetsiana

a Belarusian State Medical University, 83 Dziaržynskaha Avenue, Minsk 220116, Belarus
b Belarusian State University, 4 Niezaliežnasci Avenue, Minsk 220030, Belarus
c United Institute of Informatics Problems, National Academy of Sciences of Belarus, 6 Surhanava Street, Minsk 220012, Belarus
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DOI: https://doi.org/10.33581/2520-6508-2020-2-105-114
Abstract: In this paper, we investigate the urgent problem associated with bone age determination using hand X-rays. A combined algorithm for the recognition of radiographs is proposed, which uses simultaneous two neural network models, based on Xception and DenseNet169. The method allows to generalize the knowledge of different medical experts and increases the accuracy of bone age prediction in general
Keywords: bone age; X-ray; radiograph; image processing; activation map; convolutional neural network; automation of diagnostics.
Funding agency Grant number
Belarusian Republican Foundation for Fundamental Research Ф20Р-134
Russian Foundation for Basic Research
Государственный комитет по науке и технологиям Республики Беларусь и Министерство науки и технологий Китайской Народной Республики Ф20КИТГ-006
This research was partially supported by the project of the Belarusian Republican Foundation for Fundamental Research and Russian Foundation for Basic Research F20R-134 «Development and research of descriptive methods for analyzing dynamic images to automatisation diagnostic procedures» and project of the State Committee on Science and Technology of the Republic of Belarus and Ministry of Science and Technology of the People’s Republic of China F20KITG-006 «Motion analysis of biological objects in video-sequence obtained by high-resolution microscope».
Received: 14.04.2020
Document Type: Article
UDC: 004.93’1:004.032:621.38.049.77
Language: Russian
Citation: I. I. Kosik, A. M. Nedzvedz, R. M. Karapetsian, “Combined algorithm for bone age determination based on hand x-rays analysis”, Journal of the Belarusian State University. Mathematics and Informatics, 2 (2020), 105–114
Citation in format AMSBIB
\Bibitem{KosNedKar20}
\by I.~I.~Kosik, A.~M.~Nedzvedz, R.~M.~Karapetsian
\paper Combined algorithm for bone age determination based on hand x-rays analysis
\jour Journal of the Belarusian State University. Mathematics and Informatics
\yr 2020
\vol 2
\pages 105--114
\mathnet{http://mi.mathnet.ru/bgumi65}
\crossref{https://doi.org/10.33581/2520-6508-2020-2-105-114}
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    • This publication is cited in the following 1 articles:
    Citing articles in Google Scholar: Russian citations, English citations
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    		Journal of the Belarusian State University. Mathematics and Informatics
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