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A new method for optic disc localization in retinal images

机译:视网膜图像中视盘定位的新方法

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In this paper, a new method for localizing optic disc (OD) in retinal images has been proposed. Optic disc is an anatomical feature of retinal image which is considered as a first step for blood vessel segmentation and behaves as a land mark for retinal disease identification. Optic disc is a bright portion of retinal image and share similar properties with early pathology like exudates of Diabetic retinopathy disease. Thus, it is difficult to locate in retinal image due to the presence of similar pathology and non-uniform illumination in retinal image. In proposed approach pixel intensity is used as primary component and only bright pixel are considered for optic disc detection. Secondly, we have assumed that OD is a unique region in the retinal image having blood vessels converges on it. Therefore the optic disc can be localized by correlating every pixel value in the test image with a similar template having an OD at the centre. Finally a blood vessel map is extracted using large window sized median filter. The location of optic disc obtained is verified by the presence of blood vessel pixels in 10×10 window of the optic disc. The result of the proposed method is verified on two standard publicly available DRIVE [13] and DIARETDB1 [15] datasets comprises of 129 images, out of which optic disc in 126 retinal images is detected accurately.
机译:本文提出了一种在视网膜图像中定位光盘的新方法。视盘是视网膜图像的解剖特征,被认为是血管分割的第一步,并作为识别视网膜疾病的标志。视盘是视网膜图像的明亮部分,并且与早期病理学(例如糖尿病性视网膜病疾病的渗出液)具有相似的特性。因此,由于在视网膜图像中存在相似的病理学和不均匀的照明,因此很难在视网膜图像中定位。在所提出的方法中,像素强度被用作主要分量,并且仅明亮像素被考虑用于光盘检测。其次,我们假设OD是视网膜图像中血管聚集的唯一区域。因此,可以通过使测试图像中的每个像素值与在中心具有OD的相似模板相关联来定位光盘。最后,使用大窗口大小的中值滤波器提取血管图。通过在视盘的10×10窗口中是否存在血管像素来验证所获得的视盘的位置。该方法的结果在两个标准的公开可用DRIVE [13]和DIARETDB1 [15]数据集中进行了验证,该数据集包含129张图像,其中126个视网膜图像中的视盘被准确检测到。

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