A method for recognizing changes in stomach mucosal microstructure by video endoscopy
- Authors: Kadushnikov R.M.1, Mizgulin V.V.1, Kulagina O.A.2, Fedorov E.D.3, Starodubov D.I.1, Studenok S.I.1, Erendzhenova K.Y.3, Kamenin I.G.1, Davi Y.M.1
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Affiliations:
- LLC “SIAMS”
- Medical Scientific Educational Center
- Pirogov National Research Medical University
- Issue: Vol 27, No 2 (2017)
- Pages: 301-308
- Section: Applied Problems
- URL: https://journals.rcsi.science/1054-6618/article/view/195071
- DOI: https://doi.org/10.1134/S1054661817020067
- ID: 195071
Cite item
Abstract
This paper proposes the method for analysis and subsequent recognition of stomach mucosal changes by video endoscopy, including real time mode. The method is based on the parallel use of image analysis algorithms and a neural network. The model for the quantitative estimate of changes in the mucosal microstructure is proposed. The paper performs the correlation analysis of the results from the estimate of mucosal changes that was obtained by the image analysis algorithms and using the neural network. The accuracy of neoplasm recognition in endoscopic images is estimated for different combinations of algorithms and descriptors.
About the authors
R. M. Kadushnikov
LLC “SIAMS”
Email: mizgulin@gmail.com
Russian Federation, Yekaterinburg, 620078
V. V. Mizgulin
LLC “SIAMS”
Author for correspondence.
Email: mizgulin@gmail.com
Russian Federation, Yekaterinburg, 620078
O. A. Kulagina
Medical Scientific Educational Center
Email: mizgulin@gmail.com
Russian Federation, Moscow, 119991
E. D. Fedorov
Pirogov National Research Medical University
Email: mizgulin@gmail.com
Russian Federation, Moscow, 117997
D. I. Starodubov
LLC “SIAMS”
Email: mizgulin@gmail.com
Russian Federation, Yekaterinburg, 620078
S. I. Studenok
LLC “SIAMS”
Email: mizgulin@gmail.com
Russian Federation, Yekaterinburg, 620078
K. Yu. Erendzhenova
Pirogov National Research Medical University
Email: mizgulin@gmail.com
Russian Federation, Moscow, 117997
I. G. Kamenin
LLC “SIAMS”
Email: mizgulin@gmail.com
Russian Federation, Yekaterinburg, 620078
Yu. M. Davi
LLC “SIAMS”
Email: mizgulin@gmail.com
Russian Federation, Yekaterinburg, 620078
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