Localization and diagnosis framework for pediatric cataracts based on slit-lamp images using deep features of a convolutional neural network.

Localization and diagnosis framework for pediatric cataracts based on slit-lamp images using deep features of a convolutional neural network.

Slit-lamp images play an essential role for diagnosis of pediatric cataracts. We present a computer vision-based framework for the automatic localization and diagnosis of slit-lamp images by identifying the lens region of interest (ROI) and employing a deep learning convolutional neural network (CNN...

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Bibliographic Details
Main Authors: Xiyang Liu, Jiewei Jiang, Kai Zhang, Erping Long, Jiangtao Cui, Mingmin Zhu, Yingying An, Jia Zhang, Zhenzhen Liu, Zhuoling Lin, Xiaoyan Li, Jingjing Chen, Qianzhong Cao, Jing Li, Xiaohang Wu, Dongni Wang, Haotian Lin
Format: Article
Language:English
Published: Public Library of Science (PLoS) 2017-01-01
Series:PLoS ONE
Online Access:http://europepmc.org/articles/PMC5356999?pdf=render

Internet

http://europepmc.org/articles/PMC5356999?pdf=render

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