Intra-retinal layer segmentation in optical coherence tomography images

被引:171
|
作者
Mishra, Akshaya [1 ]
Wong, Alexander [1 ]
Bizheva, Kostadinka [2 ]
Clausi, David A. [1 ]
机构
[1] Univ Waterloo, Dept Syst Design Engn, Waterloo, ON N2L 3G1, Canada
[2] Univ Waterloo, Dept Phys & Astron, Waterloo, ON N2L 3G1, Canada
来源
OPTICS EXPRESS | 2009年 / 17卷 / 26期
基金
加拿大自然科学与工程研究理事会;
关键词
OCT;
D O I
10.1364/OE.17.023719
中图分类号
O43 [光学];
学科分类号
070207 ; 0803 ;
摘要
Retinal layer thickness, evaluated as a function of spatial position from optical coherence tomography (OCT) images is an important diagnostics marker for many retinal diseases. However, due to factors such as speckle noise, low image contrast, irregularly shaped morphological features such as retinal detachments, macular holes, and drusen, accurate segmentation of individual retinal layers is difficult. To address this issue, a computer method for retinal layer segmentation from OCT images is presented. An efficient two-step kernel-based optimization scheme is employed to first identify the approximate locations of the individual layers, which are then refined to obtain accurate segmentation results for the individual layers. The performance of the algorithm was tested on a set of retinal images acquired in-vivo from healthy and diseased rodent models with a high speed, high resolution OCT system. Experimental results show that the proposed approach provides accurate segmentation for OCT images affected by speckle noise, even in sub-optimal conditions of low image contrast and presence of irregularly shaped structural features in the OCT images. (C) 2009 Optical Society of America
引用
收藏
页码:23719 / 23728
页数:10
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