Automated segmentation of retinal layer boundaries and capillary plexuses in wide-field optical coherence tomographic angiography

被引:53
|
作者
Guo, Yukun [1 ]
Camino, Acner [1 ]
Zhang, Miao [2 ]
Wang, Jie [1 ,3 ]
Huang, David [1 ]
Hwang, Thomas [1 ]
Jia, Yali [1 ,3 ]
机构
[1] Oregon Hlth & Sci Univ, Casey Eye Inst, Portland, OR 97239 USA
[2] Topcon Healthcare Solut Inc, Milpitas, CA 95035 USA
[3] Oregon Hlth & Sci Univ, Dept Biomed Engn, Portland, OR 97239 USA
来源
BIOMEDICAL OPTICS EXPRESS | 2018年 / 9卷 / 09期
基金
美国国家卫生研究院;
关键词
OCT IMAGES; DIABETIC-RETINOPATHY; CHOROIDAL NEOVASCULARIZATION; MACULAR DEGENERATION; GRAPH SEARCH; CLASSIFICATION; MODEL;
D O I
10.1364/BOE.9.004429
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
Advances in the retinal layer segmentation of structural optical coherence tomography (OCT) images have allowed the separation of capillary plexuses in OCT angiography (OCTA). With the increased scanning speeds of OCT devices and wider field images (>= 10 mm on fast-axis), greater retinal curvature and anatomic variations have introduced new challenges. In this study, we developed a novel automated method to segment seven retinal layer boundaries and two retinal plexuses in wide-field OCTA images. The algorithm was initialized by a series of points forming a guidance point array that estimates the location of retinal layer boundaries. A guided bidirectional graph search method consisting of an improvement of our previous segmentation algorithm was used to search for the precise boundaries. We validated the method on normal and diseased eyes, demonstrating subpixel accuracy for all groups. By allowing independent visualization of the superficial and deep plexuses, this method shows potential for the detection of plexus-specific peripheral vascular abnormalities. (C) 2018 Optical Society of America under the terms of the OSA Open Access Publishing Agreement
引用
收藏
页码:4429 / 4442
页数:14
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