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Computer Optics, 2019, Volume 43, Issue 2, Pages 296–303
DOI: https://doi.org/10.18287/2412-6179-2019-43-2-296-303
(Mi co648)
 

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

IMAGE PROCESSING, PATTERN RECOGNITION

Algorithmization of the process of recognition of states of living objects based on special x-ray images

V. A. Vasilchenko, V. L. Burkovsky, A. D. Danilov

Voronezh State Technical University, Russia, Voronezh
Full-text PDF (932 kB) Citations (1)
References:
Abstract: The article discusses results of the development of an expert system module for diagnosing diseases based on the method of neural network analysis. In the course of the study, it was established that when processing images obtained using magnetic resonance imaging (MRI) devices, convolutional neural networks offer the maximum efficiency. An algorithm is developed to select an optimal neural network structure best suited for our objective. As a result of the work, we developed a convolutional neural network capable of detecting foci of pathological changes in tissues with high probability in the images obtained by MRI scanners. The method was evaluated using a separate human organ - lungs. The system was implemented in a test mode in one of the largest clinics of the city of Voronezh.
Keywords: diagnostics, binarization, clustering, classification, convolutional neural network.
Received: 09.01.2018
Accepted: 10.01.2019
Document Type: Article
Language: Russian
Citation: V. A. Vasilchenko, V. L. Burkovsky, A. D. Danilov, “Algorithmization of the process of recognition of states of living objects based on special x-ray images”, Computer Optics, 43:2 (2019), 296–303
Citation in format AMSBIB
\Bibitem{VasBurDan19}
\by V.~A.~Vasilchenko, V.~L.~Burkovsky, A.~D.~Danilov
\paper Algorithmization of the process of recognition of states of living objects based on special x-ray images
\jour Computer Optics
\yr 2019
\vol 43
\issue 2
\pages 296--303
\mathnet{http://mi.mathnet.ru/co648}
\crossref{https://doi.org/10.18287/2412-6179-2019-43-2-296-303}
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  • https://www.mathnet.ru/eng/co/v43/i2/p296
  • 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
    Computer Optics
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    Abstract page:151
    Full-text PDF :59
    References:25
     
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