首页 | 本学科首页   官方微博 | 高级检索  
     检索      

基于方向分数和Frangi滤波器的视网膜血管分割算法
引用本文:佘黎煌,郭一蓉,张石.基于方向分数和Frangi滤波器的视网膜血管分割算法[J].东北大学学报(自然科学版),2020,41(2):182-187.
作者姓名:佘黎煌  郭一蓉  张石
作者单位:(东北大学 计算机科学与工程学院, 辽宁 沈阳110169)
基金项目:中央高校基本科研业务费专项资金资助项目(N181604007).
摘    要:针对视网膜图像分割中分岔和交叉等带来的难点,提出基于方向分数并结合Frangi滤波器的算法.这种算法利用基于Hessian矩阵的Frangi滤波器对线性物体的滤波效果来增强血管对比度,同时利用由蛋糕小波构造的方向分数所具有的各向异性和正交性从多角度、多方向对血管进行滤波,以利于图像的细节处理和血管网络的完整分割.该算法与其他算法的对比表明,该算法在处理分岔和交叉时优于其他算法,而且准确率、灵敏度和特异度的测量结果也都优于其他算法.

关 键 词:视网膜血管  图像分割  方向分数  Frangi滤波器  蛋糕小波  
收稿时间:2019-03-19
修稿时间:2019-03-19

Retinal Vessel Segmentation Algorithm Based on Orientation Scores and Frangi Filter
SHE Li-huang,GUO Yi-rong,ZHANG Shi.Retinal Vessel Segmentation Algorithm Based on Orientation Scores and Frangi Filter[J].Journal of Northeastern University(Natural Science),2020,41(2):182-187.
Authors:SHE Li-huang  GUO Yi-rong  ZHANG Shi
Institution:School of Computer Science & Engineering, Northeastern University, Shenyang 110169, China.
Abstract:This paper proposes an algorithm based on orientation scores combined with Frangi filter to fix the difficulties caused by bifurcation and crossings of retinal vessels. The Frangi filter, which is constructed by Hessian matrix and suitable for filtering the linear object, is used to enhance the contrast of the blood vessels.The anisotropy and orthogonality of the cake wavelet in the orientation scores are used to filter the blood vessels in multiple angles and directions, which is beneficial to the processing of details and the complete segmentation of the retinal vascular network. The comparison of the method proposed with other existing methods shows that the algorithm is better than other algorithms in processing the bifurcation and crossings, and the measurements of accuracy, sensitivity and specificity are superior to existing algorithms.
Keywords:retinal vessel  image segmentation  orientation score  Frangi filter  cake wavelet  
本文献已被 CNKI 等数据库收录!
点击此处可从《东北大学学报(自然科学版)》浏览原始摘要信息
点击此处可从《东北大学学报(自然科学版)》下载免费的PDF全文
设为首页 | 免责声明 | 关于勤云 | 加入收藏

Copyright©北京勤云科技发展有限公司  京ICP备09084417号