Deep Learning for Semantic Segmentation vs. Classification in Computational Pathology: Application to Mitosis Analysis in Breast Cancer Grading

Existing computational approaches have not yet resulted in effective and efficient computer-aided tools that are used in pathologists' daily practice. Focusing on a computer-based qualification for breast cancer diagnosis, the present study proposes two deep learning architectures to efficientl...

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Bibliographic Details
Main Authors: Gabriel Jiménez, Daniel Racoceanu
Format: Article
Language:English
Published: Frontiers Media S.A. 2019-06-01
Series:Frontiers in Bioengineering and Biotechnology
Subjects:
CNN
Online Access:https://www.frontiersin.org/article/10.3389/fbioe.2019.00145/full