Publication: ANALYSIS OF BIOLOGICAL OBJECTS BY DIGITAL OPTICAL MICROSCOPY USING NEURAL NETWORKS
Дата
2021
Авторы
Tupitsyn, N. N.
Paladina, A. D.
Nikitaev, V. G.
Pronichev, A. N.
Dmitrieva, V. V.
Polyakov, E. V.
Liberis, K. A.
Grigorieva, M. S.
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Аннотация
© 2021, Allerton Press, Inc.Abstract: An interdisciplinary (physics, biology, medicine, computer science) problem of recognizing bone marrow cells for the diagnosis of acute leukemia and minimal residual disease is considered. The use of neural networks for determining cell classes in a microscopic image of a bone marrow preparation is considered. Images are formed in transmitted light. The structure of the neural network and image sample for experimental studies are presented. The structure of the neural network is refined based on the experimental results. The accuracy characteristics of the developed system are determined.
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ANALYSIS OF BIOLOGICAL OBJECTS BY DIGITAL OPTICAL MICROSCOPY USING NEURAL NETWORKS / Tupitsyn, N.N. [et al.] // Bulletin of the Lebedev Physics Institute. - 2021. - 48. - № 10. - P. 332-336. - 10.3103/S1068335621100080
URI
https://www.doi.org/10.3103/S1068335621100080
https://www.scopus.com/record/display.uri?eid=2-s2.0-85120179758&origin=resultslist
http://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&SrcAuth=Alerting&SrcApp=Alerting&DestApp=WOS_CPL&DestLinkType=FullRecord&UT=WOS:000723645600008
https://openrepository.mephi.ru/handle/123456789/25046
https://www.scopus.com/record/display.uri?eid=2-s2.0-85120179758&origin=resultslist
http://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&SrcAuth=Alerting&SrcApp=Alerting&DestApp=WOS_CPL&DestLinkType=FullRecord&UT=WOS:000723645600008
https://openrepository.mephi.ru/handle/123456789/25046