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Automatic classification of retinal three-dimensional optical coherence tomography images using principal component analysis network with composite kernels

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成果类型:
期刊论文
作者:
Fang, Leyuan;Wang, Chong;Li, Shutao*;Yan, Jun;Chen, Xiangdong;...
通讯作者:
Li, Shutao
作者机构:
[Wang, Chong; Yan, Jun; Fang, Leyuan; Li, Shutao] Hunan Univ, Coll Elect & Informat Engn, Changsha, Hunan, Peoples R China.
[Chen, Xiangdong] Hunan Univ Chinese Med, Dept Ophthalmol, Affiliated Hosp 1, Changsha, Hunan, Peoples R China.
[Rabbani, Hossein] Isfahan Univ Med Sci, Med Image & Signal Proc Res Ctr, Esfahan, Iran.
通讯机构:
[Li, Shutao] H
Hunan Univ, Coll Elect & Informat Engn, Changsha, Hunan, Peoples R China.
语种:
英文
关键词:
optical coherence tomography;principal component analysis network;composite kernel;retinal disease;image classification;Optical coherence tomography;Principal component analysis;Composites;3D image processing;Image classification;Feature extraction;3D modeling;Network security;Convolution;Coherence (optics)
期刊:
Journal of Biomedical Optics
ISSN:
1083-3668
年:
2017
卷:
22
期:
11
页码:
116011
基金类别:
National Natural Science Foundation of ChinaNational Natural Science Foundation of China (NSFC) [61325007]; National Natural Science FoundationNational Natural Science Foundation of China (NSFC) [61771192, 61471167]; National Natural Science Foundation for Young Scientist of ChinaNational Natural Science Foundation of China (NSFC) [61501180]; China Postdoctoral Science Foundation funded ProjectChina Postdoctoral Science Foundation [2017T100597]
机构署名:
本校为其他机构
院系归属:
第一中医临床学院
摘要:
We present an automatic method, termed as the principal component analysis network with composite kernel (PCANet-CK), for the classification of three-dimensional (3-D) retinal optical coherence tomography (OCT) images. Specifically, the proposed PCANet-CK method first utilizes the PCANet to automatically learn features from each B-scan of the 3-D retinal OCT images. Then, multiple kernels are separately applied to a set of very important features of the B-scans and these kernels are fused together, which can jointly exploit the correlations amo...

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