Stochastic tissue window normalization of deep learning on computed tomography

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 the trained...

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Bibliographic Details
Published in:J Med Imaging (Bellingham)
Main Authors: 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.
Format: Artigo
Language:Inglês
Published: Society of Photo-Optical Instrumentation Engineers 2019
Subjects:
Image Processing
Online Access:https://ncbi.nlm.nih.gov/pmc/articles/PMC6863984/
https://ncbi.nlm.nih.gov/pubmed/31763353
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1117/1.JMI.6.4.044005
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