Medical images of breast tumors diagnostics with application of hybrid CNN–FNN network
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Дата
2018
Автори
Науковий керівник
Назва журналу
Номер ISSN
Назва тому
Видавець
КПІ ім. Ігоря Сікорського
Анотація
The problem of classification of breast tumors on medical images is considered. For its solution the new class of convolutional neural networks-hybrid CNN–FNN network is developed in which convolutional neural network VGG-16 is used as the feature extractor while fuzzy neural network NEFClass is used as the classifier. Training algorithms of FNN were implemented. The experimental investigations of the suggested hybrid network on the standard data set were carried out and comparison with known results was performed. The problem of data dimensionality reduction is considered and application of PCM method is investigated.
Опис
Ключові слова
medical diagnostics, breast cancer classification, FNN, CNN, hybrid network, dimensionality reduction, PCM
Бібліографічний опис
Hamidov, G. Medical images of breast tumors diagnostics with application of hybrid CNN–FNN network / G. Hamidov, I. Varga // Системні дослідження та інформаційні технології : міжнародний науково-технічний журнал. – 2018. – № 4. – С. 37-47. – Бібліогр.: 17 назв.