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Journal of Medical Imaging Volume 2019 Issue 1912

Subject Areas: Radiology, Nuclear Medicine and Imaging
ISSN: 2329-4302
SJR: 35

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Journal Article

Stochastic tissue window normalization of deep learning on computed tomography

Huo, Yuankai; Tang, Yucheng; Chen, Yunqiang; Gao, Dashan; Han, Shizhong; Bao, Shunxing; De, Smita; Terry, James G.; Carr, Jeffrey J.; Abramson, Richard G.; Landman, Bennett A.

2019 Electrical Engineering and Systems Science

doi:10.1117/1.JMI.6.4.044005 pmid:31763353

Abstract: Tissue window filtering has been widely used in deep learning for computed tomography (CT) image analyses to improve training performance (e.g., soft tissue windows for abdominal CT). However, the effectiveness of tissue window normalization is questionable since the generalizability of...

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