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Optic Disc Segmentation by Balloon Snake with Texture from Color Fundus Image

机译:彩色眼底图像中具有纹理的气球蛇的视盘分割

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摘要

A well-established method for diagnosis of glaucoma is the examination of the optic nerve head based on fundus image as glaucomatous patients tend to have larger cup-to-disc ratios. The difficulty of optic segmentation is due to the fuzzy boundaries and peripapillary atrophy (PPA). In this paper a novel method for optic nerve head segmentation is proposed. It uses template matching to find the region of interest (ROI). The method of vessel erasing in the ROI is based on PDE inpainting which will make the boundary smoother. A novel optic disc segmentation approach using image texture is explored in this paper. A cluster method based on image texture is employed before the optic disc segmentation step to remove the edge noise such as cup boundary and vessels. We replace image force in the snake with image texture and the initial contour of the balloon snake is inside the optic disc to avoid the PPA. The experimental results show the superior performance of the proposed method when compared to some traditional segmentation approaches. An average segmentation dice coefficient of 94% has been obtained.
机译:一种公认的青光眼诊断方法是根据眼底图像检查视神经乳头,因为青光眼患者的杯碟比通常更高。视力分割的困难是由于边界模糊和乳头周围萎缩(PPA)。本文提出了一种新的视神经头部分割方法。它使用模板匹配来找到感兴趣的区域(ROI)。在ROI中清除血管的方法基于PDE修补,这将使边界更平滑。本文探讨了一种使用图像纹理的新型光盘分割方法。在视盘分割步骤之前,采用了基于图像纹理的聚类方法,以去除边缘噪声,例如杯边界和血管。我们用图像纹理代替蛇中的图像力,气球蛇的初始轮廓在视盘内,以避免PPA。实验结果表明,与某些传统分割方法相比,该方法具有更好的性能。已获得94%的平均分割骰子系数。

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