Bartoli G, Menegaz G, Lisi M, Di Stolfo G, Dragoni S, Gori T
Department of Information Engineering, University of Siena, 53100 Siena, Italy.
Int J Biomed Imaging. 2008;2008:738545. doi: 10.1155/2008/738545. Epub 2009 Apr 6.
We present an end-to-end system for the automatic measurement of flow-mediated dilation (FMD) and intima-media thickness (IMT) for the assessment of the arterial function. The video sequences are acquired from a B-mode echographic scanner. A spline model (deformable template) is fitted to the data to detect the artery boundaries and track them all along the video sequence. The a priori knowledge about the image features and its content is exploited. Preprocessing is performed to improve both the visual quality of video frames for visual inspection and the performance of the segmentation algorithm without affecting the accuracy of the measurements. The system allows real-time processing as well as a high level of interactivity with the user. This is obtained by a graphical user interface (GUI) enabling the cardiologist to supervise the whole process and to eventually reset the contour extraction at any point in time. The system was validated and the accuracy, reproducibility, and repeatability of the measurements were assessed with extensive in vivo experiments. Jointly with the user friendliness, low cost, and robustness, this makes the system suitable for both research and daily clinical use.
我们提出了一种用于自动测量血流介导的血管舒张功能(FMD)和内膜中层厚度(IMT)以评估动脉功能的端到端系统。视频序列由B型超声扫描仪采集。将样条模型(可变形模板)拟合到数据中,以检测动脉边界并在整个视频序列中对其进行跟踪。利用了关于图像特征及其内容的先验知识。进行预处理以提高用于视觉检查的视频帧的视觉质量以及分割算法的性能,同时不影响测量的准确性。该系统允许实时处理以及与用户的高度交互性。这是通过图形用户界面(GUI)实现的,该界面使心脏病专家能够监督整个过程,并最终在任何时间点重置轮廓提取。该系统经过验证,并通过广泛的体内实验评估了测量的准确性、可重复性和重复性。结合用户友好性、低成本和鲁棒性,这使得该系统适用于研究和日常临床使用。