Oloumi Faraz, Rangayyan Rangaraj M, Casti Paola, Ells Anna L
Department of Electrical and Computer Engineering, Schulich School of Engineering, University of Calgary, Calgary, AB, Canada T2N 1N4.
Department of Electrical and Computer Engineering, Schulich School of Engineering, University of Calgary, Calgary, AB, Canada T2N 1N4.
Comput Biol Med. 2015 Nov 1;66:316-29. doi: 10.1016/j.compbiomed.2015.09.009. Epub 2015 Sep 25.
Changes in the characteristics of retinal vessels such as width and tortuosity can be signs of the presence of several diseases such retinopathy of prematurity (ROP) and diabetic retinopathy. Plus disease is an indicator of ROP which requires treatment and is signified by an increase in posterior venular width. In this work, we present image processing techniques for the detection, segmentation, tracking, and measurement of the width of the major temporal arcade (MTA), which is the thickest venular branch in the retina. Several image processing techniques have been employed, including the use of Gabor filters to detect the MTA, morphological image processing to obtain its skeleton, Canny's method to detect and select MTA vessel-edge candidates, least-squares fitting to interpolate the MTA edges, and geometrical procedures to measure the width of the MTA. The results, obtained using 110 retinal fundus images of preterm infants, indicate a statistically highly significant difference in MTA width of normal cases as compared to cases with plus disease (p<0.01). The results provide good accuracy in computer-aided diagnosis (CAD) of plus disease with an area under the receiver operating characteristic curve of 0.76. The proposed methods may be used in CAD of plus disease and timely treatment of ROP in a clinical or teleophthalmological setting.
视网膜血管特征(如宽度和迂曲度)的变化可能是多种疾病的迹象,如早产儿视网膜病变(ROP)和糖尿病视网膜病变。附加病变是ROP的一个指标,需要进行治疗,其特征是视网膜后小静脉宽度增加。在这项工作中,我们提出了用于检测、分割、跟踪和测量视网膜主要颞侧弓形血管(MTA,视网膜中最粗的小静脉分支)宽度的图像处理技术。我们采用了多种图像处理技术,包括使用Gabor滤波器检测MTA、形态学图像处理以获取其骨架、Canny方法检测和选择MTA血管边缘候选点、最小二乘法拟合以插值MTA边缘,以及几何程序测量MTA的宽度。使用110张早产儿视网膜眼底图像获得的结果表明,与附加病变病例相比,正常病例的MTA宽度在统计学上有极显著差异(p<0.01)。这些结果在附加病变的计算机辅助诊断(CAD)中具有良好的准确性,受试者工作特征曲线下面积为0.76。所提出的方法可用于附加病变的CAD以及在临床或远程眼科环境中对ROP进行及时治疗。