Assessing the Impact of Color Normalization in Convolutional Neural Network-Based Nuclei Segmentation Frameworks

Image analysis tools for cancer, such as automatic nuclei segmentation, are impacted by the inherent variation contained in pathology image data. Convolutional neural networks (CNN), demonstrate success in generalizing to variable data, illustrating great potential as a solution to the problem of da...

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Bibliographic Details
Main Authors: Justin Tyler Pontalba, Thomas Gwynne-Timothy, Ephraim David, Kiran Jakate, Dimitrios Androutsos, April Khademi
Format: Article
Language:English
Published: Frontiers Media S.A. 2019-11-01
Series:Frontiers in Bioengineering and Biotechnology
Subjects:
Online Access:https://www.frontiersin.org/article/10.3389/fbioe.2019.00300/full