视网膜眼底图像中的青光眼自动筛查

Srinivasan Aruchamy, P. Bhattacharjee, G. Sanyal
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引用次数: 13

摘要

青光眼是一种眼部疾病,它损害了从眼睛向大脑传递信息的视神经。青光眼是导致失明的第二大原因。在视网膜图像自动分析方法中,基于硬件的青光眼筛查是一项重要的任务。本文介绍了一种基于TMS320C6416DSK DSP板的青光眼自动筛查系统。检测过程包括两个阶段。首先对图像进行预处理,利用圆形霍夫变换对视神经头中心进行检测,然后计算视盘直径并从视盘中分割出视盘杯。计算盘杯之间的命题,用于异常图像的筛选。在公开的视网膜图像数据集上对所实现的技术进行了测试,平均准确率达到97.5%。关键词:眼底图像,青光眼,视盘,圆霍夫变换,TMS320c6416青光眼是一种不可逆的眼部综合征。根据2010年的报告,它是世界上致盲的第二大原因。总人口中有2.3%的人受到影响。预计到2020年,这一数字将增加到2.86%。研究表明,眼内压升高是青光眼的病因之一[2]。为了保持健康的视力,眼睛产生少量的液体,称为房水,等量的液体将被排出眼睛。这种平衡使IOP保持在限制范围内。如果不能保持平衡,IOP升高,视神经头受损,造成不可逆的视力丧失。因此,青光眼的早期精确发现和治疗将控制病情的发展。眼科医生使用视杯与视盘之比(CDR)作为筛选青光眼患者的参数。正常眼的CDR <0.65,青光眼的CDR在0.65 ~ 0.9之间。人工青光眼筛查耗时且容易出现人为错误。因此,需要一种复杂的算法来进行青光眼的大规模筛查。图1为正常图像和青光眼图像。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Automated Glaucoma Screening in Retinal Fundus Images
Abstract Glaucoma is an eye disease which damages the optic nerve that carries information from the eye to the brain. Glaucoma is the second foremost reason of blindness. An efficient hardware based implementation of glaucoma screening is a significant task in the automated retinal image analysis method. This paper presents an automatic glaucoma screening using a TMS320C6416DSK DSP board. The detection procedure consists of two stages. The first stage comprises of image pre-processing and detection of optic nerve head center using circular Hough Transform .In the second stage, the optic disk diameter is calculated and cup is segmented from disk. The proposition between disk and cup is calculated for abnormal image screening. The implemented technique is tested on a publicly available retinal image data sets and the average accuracy achieved is 97.5%. Keywords: fundus image, glaucoma, optic disk, circular hough transform, TMS320c6416 1. Introduction Glaucoma is an irreversible eye syndrome. According to reports in 2010, it is second primary reason of blindness in the world. 2.3% of the peoples got affected from total population. It is predicted that this number will increase to 2.86% in 2020.Studies have been shown that increase in intraocular pressure (IOP) of the eye is one the cause for glaucoma [2]. To maintain healthy vision, eye produces a small amount fluid called aqueous humor the same amount fluid will be thrown out of eye. This balance keeps the IOP in limit. If the balance is not maintained the IOP increase and damage the optic nerve head which make irreversible vision loss. So, the early precise detection and treatment of glaucoma will control the progression of the disease. The ophthalmologist uses the ratio between optic cup and optic disk (CDR) as a parameter to screen the glaucoma patients. The CDR is <0.65 in case of normal eye and for the glaucoma eye the value is lies in between 0.65 to 0.9. Manual glaucoma screening is time consuming and prone to human error. So, An intricate algorithm is needed for mass screening of glaucoma.Figure 1 shows the normal image and glaucoma image.
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