Suppr超能文献

使用动态规划对有效散射体大小和声浓度定量超声参数进行正则化估计。

Regularized Estimation of Effective Scatterer Size and Acoustic Concentration Quantitative Ultrasound Parameters Using Dynamic Programming.

作者信息

Jafarpisheh Noushin, Rosado-Mendez Ivan M, Hall Timothy J, Rivaz Hassan

出版信息

Annu Int Conf IEEE Eng Med Biol Soc. 2020 Jul;2020:13-16. doi: 10.1109/EMBC44109.2020.9176714.

Abstract

The objective of quantitative ultrasound (QUS) is to characterize tissue microstructure by parametrizing backscattered radiofrequency (RF) signals from clinical ultrasound scanners. Herein, we develop a novel technique based on dynamic programming (DP) to simultaneously estimate the acoustic attenuation, the effective scatterer size (ESS), and the acoustic concentration (AC) from ultrasound backscattered power spectra. This is achieved through two different approaches: (1) using a Gaussian form factor (GFF) and (2) using a general form factor (gFF) that is more flexible than the Gaussian form factor but involves estimating more parameters. Both DP methods are compared to an adaptation of a previously proposed least-squares (LSQ) method. Simulation results show that in the GFF approach, the variance of DP is on average 88%, 75% and 32% lower than that of LSQ for the three estimated QUS parameters. The gFF approach also yields similar improvements.

摘要

定量超声(QUS)的目标是通过对临床超声扫描仪的反向散射射频(RF)信号进行参数化来表征组织微观结构。在此,我们开发了一种基于动态规划(DP)的新技术,用于从超声反向散射功率谱中同时估计声衰减、有效散射体尺寸(ESS)和声浓度(AC)。这是通过两种不同的方法实现的:(1)使用高斯形状因子(GFF)和(2)使用比高斯形状因子更灵活但涉及估计更多参数的通用形状因子(gFF)。将这两种DP方法与先前提出的最小二乘法(LSQ)的一种改编方法进行了比较。模拟结果表明,在GFF方法中,对于三个估计的QUS参数,DP的方差平均比LSQ低88%、75%和32%。gFF方法也产生了类似的改进。

相似文献

2
Analytic Global Regularized Backscatter Quantitative Ultrasound.分析全局正则化反向散射定量超声。
IEEE Trans Ultrason Ferroelectr Freq Control. 2021 May;68(5):1605-1617. doi: 10.1109/TUFFC.2020.3042942. Epub 2021 Apr 26.
5
Low Variance Estimation of Backscatter Quantitative Ultrasound Parameters Using Dynamic Programming.使用动态规划对背散射定量超声参数进行低方差估计。
IEEE Trans Ultrason Ferroelectr Freq Control. 2018 Nov;65(11):2042-2053. doi: 10.1109/TUFFC.2018.2869810. Epub 2018 Sep 12.
10
Robust Scatterer Number Density Segmentation of Ultrasound Images.稳健的超声图像散射体数量密度分割。
IEEE Trans Ultrason Ferroelectr Freq Control. 2022 Apr;69(4):1169-1180. doi: 10.1109/TUFFC.2022.3144685. Epub 2022 Mar 30.

引用本文的文献

2
Robust Scatterer Number Density Segmentation of Ultrasound Images.稳健的超声图像散射体数量密度分割。
IEEE Trans Ultrason Ferroelectr Freq Control. 2022 Apr;69(4):1169-1180. doi: 10.1109/TUFFC.2022.3144685. Epub 2022 Mar 30.
3
Analytic Global Regularized Backscatter Quantitative Ultrasound.分析全局正则化反向散射定量超声。
IEEE Trans Ultrason Ferroelectr Freq Control. 2021 May;68(5):1605-1617. doi: 10.1109/TUFFC.2020.3042942. Epub 2021 Apr 26.

本文引用的文献

1
System-Independent Ultrasound Attenuation Coefficient Estimation Using Spectra Normalization.使用谱归一化进行与系统无关的超声衰减系数估计。
IEEE Trans Ultrason Ferroelectr Freq Control. 2019 May;66(5):867-875. doi: 10.1109/TUFFC.2019.2903010. Epub 2019 Mar 5.
3
Low Variance Estimation of Backscatter Quantitative Ultrasound Parameters Using Dynamic Programming.使用动态规划对背散射定量超声参数进行低方差估计。
IEEE Trans Ultrason Ferroelectr Freq Control. 2018 Nov;65(11):2042-2053. doi: 10.1109/TUFFC.2018.2869810. Epub 2018 Sep 12.
5
Regularized Spectral Log Difference Technique for Ultrasonic Attenuation Imaging.正则化谱对数差分技术在超声衰减成象中的应用。
IEEE Trans Ultrason Ferroelectr Freq Control. 2018 Mar;65(3):378-389. doi: 10.1109/TUFFC.2017.2719962. Epub 2017 Jun 26.

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