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Author
AN Ruchai; VI Kober; KA Dorofeev; VN Karnaukhov; Mikhail Mozerov
Title
Classification of breast abnormalities using a deep convolutional neural network and transfer learning
Type
Journal Article
Year
2021
Publication
Journal of Communications Technology and Electronics
Abbreviated Journal
Volume
66
Issue
6
Pages
778–783
Keywords
Abstract
A new algorithm for classification of breast pathologies in digital mammography using a convolutional neural network and transfer learning is proposed. The following pretrained neural networks were chosen: MobileNetV2, InceptionResNetV2, Xception, and ResNetV2. All mammographic images were pre-processed to improve classification reliability. Transfer training was carried out using additional data augmentation and fine-tuning. The performance of the proposed algorithm for classification of breast pathologies in terms of accuracy on real data is discussed and compared with that of state-of-the-art algorithms on the available MIAS database.
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LAMP;
Approved
no
Call Number
Admin @ si @ RKD2022
Serial
3680
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Author
Manuel Graña; Bogdan Raducanu
Title
Special Issue on Bioinspired and knowledge based techniques and applications
Type
Journal Article
Year
2015
Publication
Neurocomputing
Abbreviated Journal
NEUCOM
Volume
Issue
Pages
1-3
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LAMP;
Approved
no
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Admin @ si @ GrR2015
Serial
2598
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