基于主曲率和主方向的多尺度视网膜血管骨架提取方法
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TP391.4 TH79

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国家自然科学基金(61271365)项目资助


Multiscale retinal vascular skeleton extraction method based onprincipal curvature and principal direction
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    摘要:

    为了减少视网膜血管骨架提取过程中低对比度血管的漏检和误检数量,提出了一种基于主曲率和主方向的多尺度视网膜血管骨架提取方法。首先,分别提取视网膜图像中每个像素点在多尺度高斯滤波后的主曲率和主方向;其次,在每个尺度下分别提取最大主曲率方向上的局部最大值点,并通过曲率阈值筛选出高对比度血管中心像素点作为种子点;然后,利用最小主方向对低对比度血管进行骨架追踪和标记;最后,对多个尺度下提取的血管骨架进行融合。方法分别在DRIVE训练数据集、DRIVE测试数据集和STARE数据集上进行了测试,漏检数量分别为89、97、106,误检数量分别为99、101、122。实验结果表明,该方法能够提取出低对比度的细小血管骨架,但对于对比度在3个灰度级以内的细小血管存在少量漏检,对于与血管粘连的高对比度细条状纹理和病灶干扰存在少量误检。

    Abstract:

    In order to reduce missed and false deteetion of low contrast vessels in retinal vascular skeleton extraction, a mulli-scale retinalvascular skeleton extraction method based on principal curvature and principal direetion is proposed. Firstly, the principal curvature andprincipal direetion of each pixel in the retinal image is extracted after multi-scale Gaussian filtering. Secondly, the loeal maximum pointsin the direction of the maximum principal curvature are estracted at each scale, and the high eontrast vascular center pixel is selected asthe seed point by curvature threshold. Then, the minimum principal direetion is used to track and labeled the low eontrast vessels.Finally, the vascular skeleton estracted at multiple seales are fused. The proposed algorithm is evaluated on DRIVE training dataset,DRIVE test dataset and STARE dataset. The number of missed detection are 89, 97, and 106, respeetively. And the number of falsedeteetion are 99, 101, and 122, respectively, Experimental results show that the proposed method can extract small vascular skeletonswith low contrast, but there are a few miss deteetion for small blood vessels with contrast less than three gray levels, and a few falsedeteetion for fine stripe texture and lesions interference which adheres to blood vessels.

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苑玮琦,王 安.基于主曲率和主方向的多尺度视网膜血管骨架提取方法[J].仪器仪表学报,2021,(6):191-199

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  • 在线发布日期: 2023-06-28
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