Application of transfer learning and ensemble learning in image-level classification for breast histopathology

Application of transfer learning and ensemble learning in image-level classification for breast histopathology

Background: Breast cancer has the highest prevalence among all cancers in women globally. The classification of histopathological images in the diagnosis of breast cancers is an area of clinical concern. In computer-aided diagnosis, most traditional classification models use a single network to extr...

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Bibliographic Details
Main Authors: Yuchao Zheng, Chen Li, Xiaomin Zhou, Haoyuan Chen, Hao Xu, Yixin Li, Haiqing Zhang, Xiaoyan Li, Hongzan Sun, Xinyu Huang, Marcin Grzegorzek
Format: Article
Language:English
Published: Elsevier 2023-05-01
Series:Intelligent Medicine
Subjects:
Convolutional neural network
Transfer learning
Ensemble learning
Image classification
Histopathological image
Breast cancer
Online Access:http://www.sciencedirect.com/science/article/pii/S266710262200047X

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http://www.sciencedirect.com/science/article/pii/S266710262200047X

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