Segmentation and Quantification for Angle-Closure Glaucoma Assessment in Anterior Segment OCT
Fu, Huazhu; Xu, Yanwu; Lin, Stephen; Zhang, Xiaoqin; Wong, Damon Wing Kee; Liu, Jiang; Frangi, Alejandro F.; Baskaran, Mani; Aung, Tin
刊名IEEE TRANSACTIONS ON MEDICAL IMAGING
2017
卷号36期号:9页码:1930-1938
ISSN号0278-0062
英文摘要Angle-closure glaucoma is a major cause of irreversible visual impairment and can be identified by measuring the anterior chamber angle (ACA) of the eye. The ACA can be viewed clearly through anterior segment optical coherence tomography (AS-OCT), but the imaging characteristics and the shapes and locations of major ocular structures can vary significantly among different AS-OCT modalities, thus complicating image analysis. To address this problem, we propose a data-driven approach for automatic AS-OCT structure segmentation, measurement, and screening. Our technique first estimates initial markers in the eye through label transfer from a hand-labeled exemplar data set, whose images are collected over different patients and AS-OCT modalities. These initial markers are then refined by using a graph-based smoothing method that is guided by AS-OCT structural information. These markers facilitate segmentation of major clinical structures, which are used to recover standard clinical parameters. These parameters can be used not only to support clinicians in making anatomical assessments, but also to serve as features for detecting anterior angle closure in automatic glaucoma screening algorithms. Experiments on Visante AS-OCT and Cirrus high-definition-OCT data sets demonstrate the effectiveness of our approach.
公开日期2017-12-25
内容类型期刊论文
源URL[http://ir.nimte.ac.cn/handle/174433/13659]  
专题2017专题
推荐引用方式
GB/T 7714
Fu, Huazhu,Xu, Yanwu,Lin, Stephen,et al. Segmentation and Quantification for Angle-Closure Glaucoma Assessment in Anterior Segment OCT[J]. IEEE TRANSACTIONS ON MEDICAL IMAGING,2017,36(9):1930-1938.
APA Fu, Huazhu.,Xu, Yanwu.,Lin, Stephen.,Zhang, Xiaoqin.,Wong, Damon Wing Kee.,...&Aung, Tin.(2017).Segmentation and Quantification for Angle-Closure Glaucoma Assessment in Anterior Segment OCT.IEEE TRANSACTIONS ON MEDICAL IMAGING,36(9),1930-1938.
MLA Fu, Huazhu,et al."Segmentation and Quantification for Angle-Closure Glaucoma Assessment in Anterior Segment OCT".IEEE TRANSACTIONS ON MEDICAL IMAGING 36.9(2017):1930-1938.
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