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Retinal Images: Optic Disk Localization and Detectio

机译:视网膜图像:光盘的定位和检测

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Automated localization and detection of the optic disc (OD) is an essential step in the analysis of digital diabetic retinopathy systems. Accurate localization and detection of optic disc boundary is very useful in proliferative diabetic retinopathy where fragile vessels develop in the retina. In this paper, we propose an automated system for optic disk localization and detection. Our method localizes optic disk using average filter and thresholding, extracts the region of interest (ROI) containing optic disk to save time and detects the optic disk boundary using Hough transform. This method can be used in computerized analysis of retinal images, e.g., in automated screening for diabetic retinopathy. The technique is tested on publicly available DRIVE, STARE, diaretdbO and diaretdbl databases of manually labeled images which have been established to facilitate comparative studies on localization and detection of optic disk in retinal images. The proposed method achieves an average accuracy of 96.7% for localization and an average area under the receiver operating characteristic curve of 0.958 for optic detection.
机译:视盘(OD)的自动定位和检测是数字糖尿病性视网膜病变系统分析中必不可少的步骤。视盘边界的准确定位和检测在增生性糖尿病性视网膜病中非常有用,在糖尿病性视网膜病变中视网膜易碎。在本文中,我们提出了用于光盘定位和检测的自动化系统。我们的方法使用平均滤波器和阈值对光盘进行本地化,提取包含光盘的目标区域(ROI)以节省时间,并使用Hough变换检测光盘边界。该方法可用于视网膜图像的计算机分析,例如用于糖尿病性视网膜病的自动筛选。该技术在手动标记图像的公开可用DRIVE,STARE,diaretdbO和diaretdbl数据库中进行了测试,这些数据库已建立,旨在促进对视网膜图像中视盘的定位和检测进行比较研究。所提出的方法用于定位的平均准确度达到96.7%,对于光学检测的接收器工作特性曲线下的平均面积达到0.958。

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