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Loosely coupled level sets for retinal layers and drusen segmentation in subjects with dry age-related macular degeneration

机译:干性老年性黄斑变性患者视网膜层和玻璃疣分割的松散耦合水平集

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摘要

Optical coherence tomography (OCT) is used to produce high-resolution three-dimensional images of the retina, which permit the investigation of retinal irregularities. In dry age-related macular degeneration (AMD), a chronic eye disease that causes central vision loss, disruptions such as drusen and changes in retinal layer thicknesses occur which could be used as biomarkers for disease monitoring and diagnosis. Due to the topology disrupting pathology, existing segmentation methods often fail. Here, we present a solution for the segmentation of retinal layers in dry AMD subjects by extending our previously presented loosely coupled level sets framework which operates on attenuation coefficients. In eyes affected by AMD, Bruch’s membrane becomes visible only below the drusen and our segmentation framework is adapted to delineate such a partially discernible interface. Furthermore, the initialization stage, which tentatively segments five interfaces, is modified to accommodate the appearance of drusen. This stage is based on Dijkstra's algorithm and combines prior knowledge on the shape of the interface, gradient and attenuation coefficient in the newly proposed cost function. This prior knowledge is incorporated by varying the weights for horizontal, diagonal and vertical edges. Finally, quantitative evaluation of the accuracy shows a good agreement between manual and automated segmentation.
机译:光学相干断层扫描(OCT)用于产生视网膜的高分辨率三维图像,从而可以调查视网膜不规则性。在与干龄相关的黄斑变性(AMD)中,这是一种导致中央视力丧失,诸如玻璃膜疣的破裂和视网膜层厚度变化的慢性眼部疾病,可以用作疾病监测和诊断的生物标志物。由于拓扑破坏病理,现有的分割方法经常失败。在这里,我们通过扩展我们先前提出的基于衰减系数的松散耦合水平集框架,为干性AMD受试者的视网膜层分割提供了一种解决方案。在受AMD影响的眼睛中,布鲁赫膜仅在玻璃膜疣下方可见,我们的分割框架适用于描绘这种部分可辨别的界面。此外,对暂定五个接口的初始化阶段进行了修改,以适应玻璃疣的外观。此阶段基于Dijkstra的算法,并在新提出的成本函数中结合了关于界面形状,梯度和衰减系数的先验知识。通过改变水平,对角线和垂直边缘的权重来合并该现有知识。最后,对准确性的定量评估显示了手动分割和自动分割之间的良好一致性。

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