Automatic segmentation of the arterial lumen from ultrasound images is an important task in clinical diagnosis. In this paper, the Hough transform (HT) was used to automatically extract straight lines and circles from sequences of B-mode ultrasound images of longitudinal and transverse sections, respectively, of the carotid artery. In 10 normal subjects, the specificity and accuracy of HT-based segmentation were on average higher than 0.96 for both sections, whereas the sensitivity was higher than 0.96 in longitudinal and higher than 0.82 in transverse sections. The intima-media thickness (IMT) was also estimated from images of longitudinal sections; the corresponding validation parameters were generally higher than 0.90. To further validate the results, arterial distension waveforms (ADW) were estimated from sequences of images using the HT technique as well as motion analysis using block matching (BM). In longitudinal sections, diastolic and systolic diameters and relative diameter changes using HT and BM were not significantly different. In transverse sections, diastolic and systolic diameters were significantly lower using the HT technique; the differences were <7%. Relative diameter changes in transverse sections were not significantly different from BM-estimated ones. The HT technique was also applied to four subjects with atherosclerosis, in which sensitivity, specificity and accuracy were comparable to those of normal subjects; the low values of sensitivity in transverse sections may reflect departure from the circular model because of the presence of plaque. In conclusion, the HT technique provides a reliable way to segment ultrasound images of the carotid artery and can be used in clinical practice to estimate indices of arterial wall physiology, such as the IMT and the ADW.

译文

从超声图像中自动分割动脉管腔是临床诊断中的重要任务。在本文中,使用Hough变换 (HT) 分别从颈动脉的纵向和横断面的b型超声图像序列中自动提取直线和圆圈。在10名正常受试者中,两个切片的基于HT的分割的特异性和准确性平均高于0.96,而纵向切片的灵敏度高于0.96,横向切片的灵敏度高于0.82。内膜-中膜厚度 (IMT) 也是根据纵向切片的图像估计的; 相应的验证参数通常高于0.90。为了进一步验证结果,使用HT技术从图像序列中估计了动脉扩张波形 (ADW),并使用块匹配 (BM) 进行了运动分析。在纵向切片中,使用HT和BM的舒张期和收缩期直径以及相对直径变化没有显着差异。在横切面中,使用HT技术的舒张期和收缩期直径明显降低; 差异 <7%。横截面的相对直径变化与BM估计的变化没有显着差异。HT技术还应用于四名患有动脉粥样硬化的受试者,其敏感性,特异性和准确性与正常受试者相当; 由于存在斑块,横向切片的低灵敏度值可能反映出与圆形模型的偏离。总之,HT技术提供了一种可靠的方法来分割颈动脉的超声图像,并且可以在临床实践中用于估计动脉壁生理指标,例如IMT和ADW。

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