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ITHEA® International Journal

"Information Theories and Applications"

2021, Volune 28, Nimber 2

 

Study of Convolutional Neural Networks in the Processing of Medical Images and Classification of Breast Tumors (in Russian)

Yuri Zaichenko, Galib Gamidov

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Yuri Zaichenko, Galib Gamidov, "Study of Convolutional Neural Networks in the Processing of Medical Images and Classification of Breast Tumors (in Russian)" IJ ITA, Vol. 28, Issue 2, pp. 178-199. (2021)
DOI: https://doi.org/10.54521/ijita28-02-p05

 

Abstract:

The problem of medical images analysis and classification of breast tumors is considered. For its solution the application of different convolutional neural networks CNN VGG16, VGG19, ResNet50 v 2, Inseption и Xception is suggested. The experimental investigations of the suggested CNN on the standard data set BreakHis were carried out in problems of binary and multi-class classification. The comparison with known results was performed and efficiency of different CNN was estimated. The best class of CNN for this problem was determined with the highest accuracy.

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