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Nov, 2019
协同无监督领域自适应医学图像诊断
Collaborative Unsupervised Domain Adaptation for Medical Image Diagnosis
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Yifan Zhang, Ying Wei, Peilin Zhao, Shuaicheng Niu, Qingyao Wu...
TL;DR
本文提出了一种基于深度学习的医学图像诊断方法，使用协同非监督领域自适应算法，从相关领域的有标签数据中进行学习，以提高样本可用性和对抗标签噪声。实验结果证明了该方法的优越性。
Abstract
deep learning
based
medical image diagnosis
has shown great potential in clinical medicine. However, it often suffers two major difficulties in practice: 1) only limited labeled samples are available due to expen
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