Improving active learning by data balance to reduce annotation efforts

Image classification is a fundamental task in image analysis. Recent advances in deep learning have achieved promising results on many image classification benchmarks. However, in some particular tasks, especially in biomedical image analysis, preparing a large number of labelled images for the mode...

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Bibliographic Details
Main Authors: Han Lei, Shuai Wang, Dezhi Zheng, Xiaolei Qu, Shangchun Fan, Chongyang Cui
Format: Article
Language:English
Published: Wiley 2019-10-01
Series:The Journal of Engineering
Subjects:
Online Access:https://digital-library.theiet.org/content/journals/10.1049/joe.2018.9076