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Automatic Non-rigid Temporal Alignment of IVUS Sequences

机译:IVUS序列的自动非刚性时间比对

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Clinical studies on atherosclerosis regression/progression performed by Intravascular Ultrasound analysis require the alignment of pullbacks of the same patient before and after clinical interventions. In this paper, a methodology for the automatic alignment of IVUS sequences based on the Dynamic Time Warping technique is proposed. The method is adapted to the specific IVUS alignment task by applying the non-rigid alignment technique to multidimensional morphological signals, and by introducing a sliding window approach together with a regularization term. To show the effectiveness of our method, an extensive validation is performed both on synthetic data and in-vivo IVUS sequences. The proposed method is robust to stent deployment and post dilation surgery and reaches an alignment error of approximately 0.7 mm for in-vivo data, which is comparable to the inter-observer variability.
机译:通过血管内超声分析进行的动脉粥样硬化消退/进展的临床研究要求在进行临床干预之前和之后对同一名患者的回调进行调整。本文提出了一种基于动态时间规整技术的IVUS序列自动比对方法。通过将非刚性对准技术应用于多维形态信号,以及通过引入滑动窗口方法和正则项,该方法适用于特定的IVUS对准任务。为了证明我们方法的有效性,对合成数据和体内IVUS序列均进行了广泛的验证。所提出的方法对于支架展开和扩张后手术是鲁棒的,并且对于体内数据达到约0.7mm的对准误差,这与观察者之间的可变性相当。

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