基于可控图像分割的快速视网膜血管提取算法
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赖小波(1981-),男,江西赣州人,博士,讲 师,主要从事生物医学图像处理与分析的研究.

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国家自然科学基金(61203337)、浙江省自然科学基金(LQ12F01004)和浙江中医药大学校级科研基金重点(2011ZZ10)资助项目 (1.浙江中医药大学信息技术学院,浙江 杭州 310053; 2.东华大学 信息科学与技术学 院,上海 201620)


Fast retinal blood vessel extraction algorithm based on controlled image segmentation
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    摘要:

    针对多数视网膜血管提取算法实时性不强和分割 精度不高的问题,提出了一种基于可控图像分割的 快速视网膜血管提取算法。首先,对视网膜G分量图像的灰 度进行反转和自适应直方图均衡化,应用结 构元素为“菱形”和“圆盘形”的形态学“开”运算平滑图像背景和增强血管对比度,消除 视盘后阈值分割并二值 化得到不含视盘的分割图像。其次,根据在灰度图像中检测到的视盘构建掩膜,再次对 视网膜绿色分 量图像自适应直方图均衡化后进行阈值分割,并和掩膜进行逻辑“与”运算得到含有掩膜的 分割图像。最后, 将不含视盘的分割图像与含有掩膜的分割图像进行逻辑“与”运算,并融合边界信息获得最 终的视网膜血管 结构。实验结果表明,本文算法能有效提取视网膜眼底图像的血管网络,有较强的实时性和 较高的分割精度。

    Abstract:

    Aiming at the issues that the real time is not strong and the segmenta tion accuracy is not high in majority of retinal blood vessel extraction algorithms,a fast retinal blood ve ssel extraction algorithm based on controlled image segmentation is proposed.Firstly,the intensity of the green c hannel image is inversed and adaptive histogram equalization is applied,the morphological ‘opening’ opera tion is conducted using the ‘diamond’ structuring element and the ‘disc’ structuring element to smooth t he image background and highlight the blood vessels,the optical disk is removed before binarizing the image by thres holding method,and the segmented image without the optical disk is obtained.Sec ondly,a mask is created based on the optic disc detected in grayscale image,the green component image is also applied with ada ptive histogram equalization and threshold segmentation,after which the segmented image with a mask is obta ined using ‘AND’ logic operation with the mask.Finally,the segmented image with noise removed is compared with that wi th a mask according to ‘AND’ logic operation,and the final image of blood vessels is obt ained together with the border information.The experiment results indicate that the proposed algorithm can effectively detect t he blood vessels’ network of fundus image,and it also has strong real time ability and high segmentation accuracy.

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赖小波,刘华山,方纯洁.基于可控图像分割的快速视网膜血管提取算法[J].光电子激光,2013,(5):1018~1025

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  • 收稿日期:2012-10-20
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