Diagnostic of Cystic Fibrosis in Lung Computer Tomographic Images using Image Annotation and Improved PSPNet Modelling

N. Francis; N. Francis; S. Axyonov; S. Aljasar; Y. Xu; M. Saqib

Статья

Diagnostic of Cystic Fibrosis in Lung Computer Tomographic Images using Image Annotation and Improved PSPNet Modelling

N. Francis, N. Francis, S. Axyonov, S. Aljasar, Y. Xu, M. Saqib,

2020

https://doi.org/10.1088/1742-6596/1611/1/012062

The research deals with the development of an algorithm for detecting pathological formation in cystic fibrosis using the PSPNet model with focal loss. The model allows data sets to be entered in accordance to their similarities based on their pathological diagnostic signs. The simple and effective algorithm structure groups annotated images, processes them in a multi-scale CNN, and localizes areas of cystic fibrosis in the lungs with high accuracy.

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1. Version of Record от 2020-08-26

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Об авторах

N. Francis
Engineering School of Information Technology and Robotics, Tomsk Polytechnic University, Lenin Avenue, 30, Tomsk, 634034, Russia
N. Francis
Engineering School of Information Technology and Robotics, Tomsk Polytechnic University, Lenin Avenue, 30, Tomsk, 634034, Russia
S. Axyonov
Engineering School of Information Technology and Robotics, Tomsk Polytechnic University, Lenin Avenue, 30, Tomsk, 634034, Russia
S. Aljasar
School of Nuclear Science and Engineering, Tomsk Polytechnic University, Lenin Avenue, 30, Tomsk, 634034, Russia
Y. Xu
School of Nuclear Science and Engineering, Tomsk Polytechnic University, Lenin Avenue, 30, Tomsk, 634034, Russia
M. Saqib
Research School of Chemistry and Applied Biomedical Sciences, Tomsk Polytechnic University, Lenin Avenue, 30, Tomsk, 634034, Russia

Название журнала

Journal of Physics Conference Series

Том

1611

Выпуск

Страницы

012062

Издатель

IOP Publishing

Тип документа

journal article

Тип лицензии Creative Commons

CC BY

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Статья

Diagnostic of Cystic Fibrosis in Lung Computer Tomographic Images using Image Annotation and Improved PSPNet Modelling

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