Automated segmentation of RPE layer for the detection of age macular degeneration using OCT images

Samra Naz, Aneeqa Ahmed, M. Usman Akram, S. Khan
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引用次数: 18

Abstract

Macular retinal anomaly known as Drusen present in the eyes infected with Age Macular Degeneration (AMD) can be visualized with optical coherence tomography (OCT). This paper presents an algorithm to automatically segment retinal pigment epithelium (RPE) layer of an eye using spectral domain optical coherence tomography (SD-OCT) images for the detection of drusen. Segmentation framework is based on intensity level thresholding of high reflective pixels around retinal nerve fiber layer (RNFL). A dataset of 50 different B-scan is taken with having 25 AMD and 25 heathy images. Bottom layer of the retina known as RPE layer is extracted and analyzed by fitting a second order polynomial curve. The difference between both the curvess decide the class of the image. Results show an accurate detection of drusen with 96 % accuracy.
基于OCT图像的RPE层自动分割检测年龄黄斑变性
老年性黄斑变性(AMD)患者的黄斑视网膜异常(Drusen)可以通过光学相干断层扫描(OCT)观察到。提出了一种利用光谱域光学相干断层扫描(SD-OCT)图像对人眼视网膜色素上皮(RPE)层进行自动分割的算法。分割框架基于视网膜神经纤维层(RNFL)周围高反射像素的强度水平阈值分割。采集了50个不同的b扫描数据集,其中有25个AMD和25个健康图像。提取视网膜底层的RPE层,通过拟合二阶多项式曲线对其进行分析。两者的曲率差决定了图像的类别。结果表明,该方法的检出率为96%。
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