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利用超声对软固体和组织中的剪切冲击波进行自适应运动估计。

Adaptive motion estimation of shear shock waves in soft solids and tissue with ultrasound.

作者信息

Pinton Gianmarco, Gennisson Jean-Luc, Tanter Mickaël, Coulouvrat François

出版信息

IEEE Trans Ultrason Ferroelectr Freq Control. 2014 Sep;61(9):1489-503. doi: 10.1109/TUFFC.2014.3063.

Abstract

Shear shock waves in soft solids, such as in tissue, have different regions of complex motion that can change rapidly across a single wave profile, especially at the shock front. Conventional tracking algorithms are not well adapted to the task of simultaneously tracking the discontinuous shock front and smooth regions away from the shock. An adaptive algorithm based on the normalized cross-correlation and a correlation-weighted median filter is presented. The proposed adaptive algorithm combines two features: first, it adapts the window size to optimize the correlation value based on the deformation, and second, it rejects inaccurate estimates with a median-weighted filter. For simulated ultrasound data, where the displacements are known, it is shown that the estimated velocity error for the adaptive algorithm is less than 1/3 of the error for non-adaptive normalized cross-correlation. The addition of the weighted median filter to the adaptive algorithm significantly improves the shock tracking performance. The shock position and rise-time error is almost an order of magnitude better with the median-weighted filter. This algorithm is then used to track shock wave propagation with data acquired by a high-frame-rate ultrasound scanner in a tissue-mimicking agar and gelatin phantom. The shock front is not resolved with conventional algorithms but it is clearly visible with the proposed adaptive median-weighted algorithm.

摘要

软固体(如组织)中的剪切冲击波具有不同的复杂运动区域,这些区域在单个波剖面中可能会迅速变化,尤其是在冲击波前沿。传统的跟踪算法不太适合同时跟踪不连续的冲击波前沿和远离冲击波的平滑区域的任务。本文提出了一种基于归一化互相关和相关加权中值滤波器的自适应算法。所提出的自适应算法结合了两个特点:第一,它根据变形调整窗口大小以优化相关值;第二,它用中值加权滤波器剔除不准确的估计值。对于已知位移的模拟超声数据,结果表明自适应算法的估计速度误差小于非自适应归一化互相关算法误差的1/3。在自适应算法中加入加权中值滤波器显著提高了冲击波跟踪性能。使用中值加权滤波器时,冲击波位置和上升时间误差几乎提高了一个数量级。然后,该算法用于跟踪高帧率超声扫描仪在组织模拟琼脂和明胶模型中采集的数据的冲击波传播。传统算法无法分辨冲击波前沿,但所提出的自适应中值加权算法能清晰地看到它。

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