Robust Histopathology Image Analysis: To Label or to Synthesize?

Detection, segmentation and classification of nuclei are fundamental analysis operations in digital pathology. Existing state-of-the-art approaches demand extensive amount of supervised training data from pathologists and may still perform poorly in images from unseen tissue types. We propose an uns...

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Bibliographic Details

Published in:	Proceedings (IEEE Computer Society Conference on Computer Vision and Pattern Recognition. Online) Vol. 2019; pp. 8525 - 8534
Main Authors:	Hou, Le, Agarwal, Ayush, Samaras, Dimitris, Kurc, Tahsin M., Gupta, Rajarsi R., Saltz, Joel H.
Format:	Conference Proceeding Journal Article
Language:	English
Published:	United States IEEE 01.06.2019
Subjects:	Biological and Cell Microscopy Grouping and Shape; Vision Applications and Systems Medical Segmentation
ISSN:	1063-6919, 1063-6919
Online Access:	Get full text
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