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Vestn. Samar. Gos. Tekhn. Univ., Ser. Fiz.-Mat. Nauki [J. Samara State Tech. Univ., Ser. Phys. Math. Sci.]:
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Vestn. Samar. Gos. Tekhn. Univ., Ser. Fiz.-Mat. Nauki [J. Samara State Tech. Univ., Ser. Phys. Math. Sci.], 2012, Issue 1(26), Pages 183–191 (Mi vsgtu990)  

This article is cited in 2 scientific papers (total in 2 papers)

Mathematical Modeling

Neural network training acceleration using NVIDIA CUDA technology for image recognition

A. A. Fertsev

Mordovian State University by N.~P.~Ogarev, Saransk

Abstract: In this paper, an implementation of neural network trained by algorithm based on Levenberg-Marquardt method is presented. Training of neural network increased by almost 9 times using NVIDIA CUDA technology. Implemented neural network is used for the recognition of noised images.

Keywords: Image recognition, neural networks, Levenberg-Marquardt method, graphics processing unit, CUDA

DOI: https://doi.org/10.14498/vsgtu990

Full text: PDF file (762 kB) (published under the terms of the Creative Commons Attribution 4.0 International License)
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Bibliographic databases:

UDC: 004.032.26
MSC: Primary 62M45; Secondary 94A08
Original article submitted 25/VIII/2011
revision submitted – 30/XI/2011

Citation: A. A. Fertsev, “Neural network training acceleration using NVIDIA CUDA technology for image recognition”, Vestn. Samar. Gos. Tekhn. Univ., Ser. Fiz.-Mat. Nauki [J. Samara State Tech. Univ., Ser. Phys. Math. Sci.], 1(26) (2012), 183–191

Citation in format AMSBIB
\Bibitem{Fer12}
\by A.~A.~Fertsev
\paper Neural network training acceleration using NVIDIA CUDA technology for image recognition
\jour Vestn. Samar. Gos. Tekhn. Univ., Ser. Fiz.-Mat. Nauki [J. Samara State Tech. Univ., Ser. Phys. Math. Sci.]
\yr 2012
\vol 1(26)
\pages 183--191
\mathnet{http://mi.mathnet.ru/vsgtu990}
\crossref{https://doi.org/10.14498/vsgtu990}


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    This publication is cited in the following articles:
    1. O. O. Fraze-Frazenko, “Algoritm navchannya neironnoї merezhi pri rozpiznavanni zobrazhen”, Tekhnologicheskii audit i rezervy proizvodstva, 4:1 (2012), 33–34  elib
    2. A. A. Romanov, B. G. Tatarskii, “Vychislenie vzaimnoi orientatsii radiolokatsionnykh izobrazhenii s perekrytiem s pomoschyu neironnykh setei”, Informatsionno-izmeritelnye i upravlyayuschie sistemy, 13:12 (2015), 26–33  mathscinet  elib
  • Вестник Самарского государственного технического университета. Серия: Физико-математические науки
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