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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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Detalles Bibliográficos
Autores principales: Liu, Xiyang, Jiang, Jiewei, Zhang, Kai, Long, Erping, Cui, Jiangtao, Zhu, Mingmin, An, Yingying, Zhang, Jia, Liu, Zhenzhen, Lin, Zhuoling, Li, Xiaoyan, Chen, Jingjing, Cao, Qianzhong, Li, Jing, Wu, Xiaohang, Wang, Dongni, Lin, Haotian
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5356999/
https://www.ncbi.nlm.nih.gov/pubmed/28306716
http://dx.doi.org/10.1371/journal.pone.0168606