Suppr超能文献

一种基于动态规划的超声应变成像的广义散斑跟踪算法。

A generalized speckle tracking algorithm for ultrasonic strain imaging using dynamic programming.

机构信息

Department of Medical Physics, University of Wisconsin-Madison, Madison, WI 53706, USA.

出版信息

Ultrasound Med Biol. 2009 Nov;35(11):1863-79. doi: 10.1016/j.ultrasmedbio.2009.05.016. Epub 2009 Aug 13.

Abstract

This study developed an improved motion estimation algorithm for ultrasonic strain imaging that employs a dynamic programming technique. In this article, we model the motion estimation task as an optimization problem. Since tissue motion under external mechanical stimuli often should be reasonably continuous, a set of cost functions combining correlation and various levels of motion continuity constraint were used to regularize the motion estimation. To solve the optimization problem with a reasonable computational load, a dynamic programming technique that does not require iterations was used to obtain displacement vectors in integer precision. Then, a subsample estimation algorithm was used to calculate local displacements in fractional precision. Two implementation schemes were investigated with in vivo ultrasound echo data sets. We found that the proposed algorithm provides more accurate displacement estimates than our previous algorithm for in vivo clinical data. In particular, the new algorithm is capable of tracking motion in more complex anatomy and increases strain image consistency in a sequence of images. Preliminary results also suggest that a significantly longer sequence of high contrast strain images could be obtained with the new algorithm compared with the previous algorithm. The new algorithm can also tolerate larger motion discontinuities (e.g., cavity in an anthropomorphic uterine phantom).

摘要

本研究提出了一种改进的超声应变成像运动估计算法,该算法采用动态规划技术。在本文中,我们将运动估计任务建模为一个优化问题。由于在外部机械刺激下组织运动通常应该是合理连续的,因此使用了一组组合相关和各种运动连续性约束的成本函数来正则化运动估计。为了以合理的计算负载解决优化问题,使用不需要迭代的动态规划技术以整数精度获得位移向量。然后,使用子采样估计算法以分数精度计算局部位移。使用体内超声回波数据集研究了两种实现方案。我们发现,与我们之前的用于体内临床数据的算法相比,所提出的算法提供了更准确的位移估计。特别是,新算法能够在更复杂的解剖结构中跟踪运动,并提高图像序列中的应变图像一致性。初步结果还表明,与以前的算法相比,新算法可以获得更长的高对比度应变图像序列。新算法还可以容忍更大的运动不连续性(例如,仿人子宫体模中的腔)。

相似文献

6
A 3-D Region-Growing Motion-Tracking Method for Ultrasound Elasticity Imaging.一种用于超声弹性成像的三维区域生长运动跟踪方法。
Ultrasound Med Biol. 2018 Aug;44(8):1638-1653. doi: 10.1016/j.ultrasmedbio.2018.04.011. Epub 2018 May 18.

引用本文的文献

3
Spatiotemporal Bayesian Regularization for Cardiac Strain Imaging: Simulation and Results.用于心脏应变成像的时空贝叶斯正则化:模拟与结果
IEEE Open J Ultrason Ferroelectr Freq Control. 2021;1:21-36. doi: 10.1109/OJUFFC.2021.3130021. Epub 2021 Nov 22.
10
A 3-D Region-Growing Motion-Tracking Method for Ultrasound Elasticity Imaging.一种用于超声弹性成像的三维区域生长运动跟踪方法。
Ultrasound Med Biol. 2018 Aug;44(8):1638-1653. doi: 10.1016/j.ultrasmedbio.2018.04.011. Epub 2018 May 18.

本文引用的文献

2
Stereo by intra- and inter-scanline search using dynamic programming.使用动态规划进行行间和行间搜索的立体匹配。
IEEE Trans Pattern Anal Mach Intell. 1985 Feb;7(2):139-54. doi: 10.1109/tpami.1985.4767639.
4
2-D companding for noise reduction in strain imaging.二维压扩用于应变成像中的降噪
IEEE Trans Ultrason Ferroelectr Freq Control. 1998;45(1):179-91. doi: 10.1109/58.646923.
9
Two-dimensional multi-level strain estimation for discontinuous tissue.用于不连续组织的二维多级应变估计
Phys Med Biol. 2007 Jan 21;52(2):389-401. doi: 10.1088/0031-9155/52/2/006. Epub 2006 Dec 29.
10
A novel performance descriptor for ultrasonic strain imaging: a preliminary study.超声应变成像的一种新型性能描述符:一项初步研究。
IEEE Trans Ultrason Ferroelectr Freq Control. 2006 Jun;53(6):1088-102. doi: 10.1109/tuffc.2006.1642508.

文献AI研究员

20分钟写一篇综述,助力文献阅读效率提升50倍。

立即体验

用中文搜PubMed

大模型驱动的PubMed中文搜索引擎

马上搜索

文档翻译

学术文献翻译模型,支持多种主流文档格式。

立即体验