A method for recognizing changes in stomach mucosal microstructure by video endoscopy
- Авторы: 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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Учреждения:
- LLC “SIAMS”
- Medical Scientific Educational Center
- Pirogov National Research Medical University
- Выпуск: Том 27, № 2 (2017)
- Страницы: 301-308
- Раздел: Applied Problems
- URL: https://journals.rcsi.science/1054-6618/article/view/195071
- DOI: https://doi.org/10.1134/S1054661817020067
- ID: 195071
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Аннотация
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.
Об авторах
R. Kadushnikov
LLC “SIAMS”
Email: mizgulin@gmail.com
Россия, Yekaterinburg, 620078
V. Mizgulin
LLC “SIAMS”
Автор, ответственный за переписку.
Email: mizgulin@gmail.com
Россия, Yekaterinburg, 620078
O. Kulagina
Medical Scientific Educational Center
Email: mizgulin@gmail.com
Россия, Moscow, 119991
E. Fedorov
Pirogov National Research Medical University
Email: mizgulin@gmail.com
Россия, Moscow, 117997
D. Starodubov
LLC “SIAMS”
Email: mizgulin@gmail.com
Россия, Yekaterinburg, 620078
S. Studenok
LLC “SIAMS”
Email: mizgulin@gmail.com
Россия, Yekaterinburg, 620078
K. Erendzhenova
Pirogov National Research Medical University
Email: mizgulin@gmail.com
Россия, Moscow, 117997
I. Kamenin
LLC “SIAMS”
Email: mizgulin@gmail.com
Россия, Yekaterinburg, 620078
Yu. Davi
LLC “SIAMS”
Email: mizgulin@gmail.com
Россия, Yekaterinburg, 620078
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