基于运动分析的颈动脉分叉斑块稳定性评估

E. Kyriacou, A. Nicolaides, A. Constantinou, M. Griffin, C. Loizou, M. Pattichis, Hamed Nasrabadi, C. Pattichis
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引用次数: 1

摘要

通过这项研究,我们正在向实时运动分析系统提出初步步骤,以预测颈动脉分叉斑块的稳定性。分析是在b模式视频循环上进行的。分析环路是为了跟踪心脏周期的收缩和舒张部分,并追踪斑块在这些时期的运动。我们创建了一个应用Farnebacks光流估计方法的系统,以估计连续帧之间或预定义间隔的帧之间的流。在每一对视频帧中,我们测量运动的速度、方向和大小。目的是确定斑块是否有运动扩散到不同的角度或在附近的角度。这可以帮助我们识别不和谐或和谐的运动。为了验证我们的系统,我们创建了一组模拟视频,其中的结构以类似于心脏周期的方式移动,以及像动脉粥样硬化动脉一样移动和出现的视频。在这些测试之后,系统进行了测试,结果显示在两个颈动脉斑块视频上,视觉上分为斑块运动一致和不一致。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Carotid Bifurcation Plaque Stability Estimation Based on Motion Analysis
Through this study we are presenting the initial steps towards a real time motion analysis system to predict the stability of carotid bifurcation plaques. The analysis is performed on B-mode video loops. Loops are analyzed in order to follow systole and diastole sections of the cardiac cycle and trace the motion of plaques during these periods. We had created a system that applies Farnebacks optical flow estimation method in order to estimate the flow between consecutive frames or frames at a predefined interval. Over each pair of video frames we measure velocities, orientation and magnitude of movement. The goal is to identify if a plaque has movement spread to different angles or at nearby angles. This can help us identify discordant or concordant movement. In order to verify our system we had created a set of simulated videos that have structures moving in a similar way as done in a cardiac cycle and videos that move and appear as an atherosclerotic artery. Following these tests the system has been tested and results are presented on two carotid plaques videos classified visually as having concordant and discordant plaque movement.
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