Texture Synthesis Based Thyroid Nodule Detection From Medical Ultrasound Images: Interpreting and Suppressing the Adversarial Effect of In-place Manual Annotation

Deep learning method have been offering promising solutions for medical image processing, but failing to understand what features in the input image are captured and whether certain artifacts are mistakenly included in the model, thus create crucial problems in generalizability of the model. We targ...

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Bibliographic Details
Main Authors: Siqiong Yao, Junchi Yan, Mingyu Wu, Xue Yang, Weituo Zhang, Hui Lu, Biyun Qian
Format: Article
Language:English
Published: Frontiers Media S.A. 2020-06-01
Series:Frontiers in Bioengineering and Biotechnology
Subjects:
Online Access:https://www.frontiersin.org/article/10.3389/fbioe.2020.00599/full