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Automatic location of Optic Disc boundary in retinal images

机译:视网膜图像中视盘边界的自动定位

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摘要

The localization of Optic Disc (OD) is an initial step for the segmentation of various pathological features like microaneurysms, hemorrhages, exudates etc. We propose a new technique for the localization of OD boundary in retinal images. The retinal image consists of blood vessels that emerge from the OD. The presence of these blood vessels may act as a disturbance for the localization of OD. Cumulative histogram is applied on the morphologically processed green band of the retinal image to segment the blood vessels. Then the blood vessels are removed from the red band of the image where the Optic Disc is clearly seen. Further the removal of blood vessel is done using a method say anisotropic diffusion. Maximum intensity pixel is assumed as a centroid of the OD and the gradient for each degree is calculated. The local maximum points are identified from the gradient. The local maximum point closest to the center of the Optic Disc is chosen as the contour points. The results are compared with a ground truth image from the ophthalmologist. The source retinal image for performing this work is obtained from the publicly available STARE database. This method offers a successful localization of OD which may help in diagnosis of various retinal abnormalities.
机译:光盘(OD)的定位是分割各种病理特征(如微动脉瘤,出血,渗出液等)的第一步。我们提出了一种在视网膜图像中定位OD边界的新技术。视网膜图像由从OD出来的血管组成。这些血管的存在可能会干扰OD的定位。累积直方图应用于视网膜图像经过形态处理的绿色带,以分割血管。然后将血管从清晰可见视盘的图像红色带中移出。此外,使用各向异性扩散的方法完成血管的去除。假定最大强度像素为OD的质心,并计算每个度的梯度。从梯度中识别出局部最大值。选择最接近光盘中心的局部最大点作为轮廓点。将结果与眼科医生的地面真实图像进行比较。从公开的STARE数据库获取执行此工作的源视网膜图像。该方法可成功定位OD,有助于诊断各种视网膜异常。

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