Machine Learning Approach for Biopsy-Based Identification of Eosinophilic Esophagitis Reveals Importance of Global features

Machine Learning Approach for Biopsy-Based Identification of Eosinophilic Esophagitis Reveals Importance of Global features

<italic>Goal:</italic> Eosinophilic esophagitis (EoE) is an allergic inflammatory condition characterized by eosinophil accumulation in the esophageal mucosa. EoE diagnosis includes a manual assessment of eosinophil levels in mucosal biopsies&#x2013;a time-consuming, laborious task t...

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Bibliographic Details
Main Authors: Tomer Czyzewski, Nati Daniel, Mark Rochman, Julie Caldwell, Garrett Osswald, Margaret Collins, Marc Rothenberg, Yonatan Savir
Format: Article
Language:English
Published: IEEE 2021-01-01
Series:IEEE Open Journal of Engineering in Medicine and Biology
Subjects:
Decision support system
deep convolutional network
digital pathology
eosinophilic esophagitis
small features detection
Online Access:https://ieeexplore.ieee.org/document/9457060/
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