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基于 H 扫描的超声同源差频-对比加权求和参数成像检测微波消融区域。

Ultrasound Homodyned-K Contrast-Weighted Summation Parametric Imaging Based on H-scan for Detecting Microwave Ablation Zones.

机构信息

Department of Biomedical Engineering, Faculty of Environment and Life, Beijing University of Technology, Beijing, China.

College of Biomedical Engineering, Capital Medical University, Beijing, China.

出版信息

Ultrason Imaging. 2023 May;45(3):119-135. doi: 10.1177/01617346231162928. Epub 2023 Mar 30.

Abstract

The homodyned-K (HK) distribution is a generalized model of envelope statistics whose parameters (the clustering parameter) and (the coherent-to-diffuse signal ratio) can be used to monitor the thermal lesions. In this study, we proposed an ultrasound HK contrast-weighted summation (CWS) parametric imaging algorithm based on the H-scan technique and investigated the optimal window side length (WSL) of the HK parameters estimated by the XU estimator (an estimation method based on the first moment of the intensity and two log-moments, which was used in the proposed algorithm) through phantom simulations. H-scan diversified ultrasonic backscattered signals into low- and high-frequency passbands. After envelope detection and HK parameter estimation for each frequency band, the and parametric maps were obtained, respectively. According to the contrast between the target region and background, the ( or ) parametric maps of the dual-frequency band were weighted and summed, and then the CWS images were yielded by pseudo-color imaging. The proposed HK CWS parametric imaging algorithm was used to detect the microwave ablation coagulation zones of porcine liver ex vivo under different powers and treatment durations. The performance of the proposed algorithm was compared with that of the conventional HK parametric imaging and frequency diversity and compounding Nakagami imaging algorithms. For two-dimensional HK parametric imaging, it was found that a WSL equal to 4 pulse lengths of the transducer was sufficient for estimating the and parameters in terms of both parameter estimation stability and parametric imaging resolution. The HK CWS parametric imaging provided an improved contrast-to-noise ratio over conventional HK parametric imaging, and the HK parametric imaging achieved the best accuracy and Dice score of coagulation zone detection.

摘要

同态化 K(HK)分布是包络统计的广义模型,其参数 (聚类参数)和 (相干到弥散信号比)可用于监测热损伤。在本研究中,我们提出了一种基于 H 扫描技术的超声 HK 对比加权求和(CWS)参数成像算法,并通过仿体模拟研究了 HK 参数的最优窗口边长度(WSL),该参数由 XU 估计器(一种基于强度的一阶矩和两个对数矩的估计方法,用于提出的算法)估计。H 扫描将超声背向散射信号分为低频和高频通带。对每个频带进行包络检测和 HK 参数估计后,分别获得 和 参数图。根据目标区域和背景之间的对比度,对双频带的 (或 )参数图进行加权求和,然后通过伪彩色成像得到 CWS 图像。应用所提出的 HK CWS 参数成像算法检测不同功率和治疗时间下猪离体肝微波消融凝固区。比较了所提出算法与传统 HK 参数成像、频率分集和复合 Nakagami 成像算法的性能。对于二维 HK 参数成像,发现对于参数估计稳定性和参数成像分辨率,WSL 等于换能器的 4 个脉冲长度足以估计 和 参数。HK CWS 参数成像在常规 HK 参数成像的基础上提高了对比度噪声比,而 HK 参数成像在检测凝固区方面具有最佳的准确性和 Dice 评分。

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