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Nonlinear Harmonic Distortion of Complementary Golay Codes. 互补Golay码的非线性谐波畸变。
IF 2.3 4区 医学 Q2 Health Professions Pub Date : 2023-01-01 DOI: 10.1177/01617346221147820
Fraser Hamilton, Peter Hoskins, George Corner, Zhihong Huang

Recent advances in electronics miniaturization have led to the development of low-power, low-cost, point-of-care ultrasound scanners. Low-cost systems employing simple bi-level pulse generation devices need only utilize binary phase modulated coded excitations to significantly improve sensitivity; however the performance of complementary codes in the presence of nonlinear harmonic distortion has not been thoroughly investigated. Through simulation, it was found that nonlinear propagation media with little attenuative properties can significantly deteriorate the Peak Sidelobe Level (PSL) performance of complementary Golay coded pulse compression, resulting in PSL levels of -62 dB using nonlinear acoustics theory contrasted with -198 dB in the linear case. Simulations of 96 complementary pairs revealed that some pairs are more robust to sidelobe degradation from nonlinear harmonic distortion than others, up to a maximum PSL difference of 17 dB between the best and worst performing codes. It is recommended that users consider the effects of nonlinear harmonic distortion when implementing binary phase modulated complementary Golay coded excitations.

电子小型化的最新进展导致了低功耗、低成本、即时超声扫描仪的发展。采用简单双电平脉冲产生装置的低成本系统只需要利用二进制相位调制编码激励来显着提高灵敏度;然而,互补码在非线性谐波失真情况下的性能还没有得到深入的研究。仿真结果表明,具有较小衰减特性的非线性传播介质会显著降低互补Golay编码脉冲压缩的峰值旁瓣电平(PSL)性能,非线性声学理论下的峰值旁瓣电平为-62 dB,而线性情况下的峰值旁瓣电平为-198 dB。对96个互补码对的仿真结果表明,一些互补码对非线性谐波失真引起的旁瓣退化具有较强的鲁棒性,性能最好和最差的码对之间的最大PSL差可达17 dB。建议用户在实施二进制相位调制互补Golay编码激励时考虑非线性谐波失真的影响。
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引用次数: 0
Improving Image Quality by Deconvolution Recovery Filter in Ultrasound Imaging. 利用反卷积恢复滤波器改善超声成像图像质量。
IF 2.3 4区 医学 Q2 Health Professions Pub Date : 2023-01-01 DOI: 10.1177/01617346221141634
Jingwen Pan, Hu Peng, Zhihui Han, Dan Hu, Yadan Wang, Yuanguo Wang

Due to the advantages of non-radiation and real-time performance, ultrasound imaging is essential in medical imaging. Image quality is affected by the performance of the transducer in an ultrasound imaging system. For example, the bandwidth controls the pulse length, resulting in different axial resolutions. Therefore, a transducer with a large bandwidth helps to improve imaging quality. However, large bandwidths lead to increased system cost and sometimes a loss of sensitivity and lateral resolution in attenuating media. In this paper, a deconvolution recovery method combined with a frequency-domain filtering technique (DRF) is proposed to improve the imaging quality, especially for the axial resolution. In this method, the received low-bandwidth echo signals are converted into high-bandwidth signals, which is similar to the echo signals produced by a high-bandwidth transducer, and the imaging quality is improved. Simulation and experiment results show that, compared with Delay-and-sum (DAS) method, the DRF method improved axial resolution from 0.60 to 0.41 mm in simulation and from 0.62 to 0.47 mm in the tissue-mimicking phantom experiment. The contrast ratio performance is improved to some extent compared with the DAS in experimental and in-vivo images. Besides, the proposed method has the potential to further improve image quality by combining it with adaptive weightings, such as the minimum variance method.

超声成像因其无辐射、实时性等优点,在医学成像中占有重要地位。在超声成像系统中,换能器的性能直接影响图像质量。例如,带宽控制脉冲长度,导致不同的轴向分辨率。因此,大带宽的换能器有助于提高成像质量。然而,大带宽会增加系统成本,有时还会导致衰减介质的灵敏度和横向分辨率的损失。本文提出了一种结合频域滤波技术(DRF)的反卷积恢复方法,以提高成像质量,特别是轴向分辨率。该方法将接收到的低带宽回波信号转换为高带宽信号,与高带宽换能器产生的回波信号类似,提高了成像质量。仿真和实验结果表明,与Delay-and-sum (DAS)方法相比,DRF方法的轴向分辨率从模拟的0.60 mm提高到0.41 mm,组织模拟的0.62 mm提高到0.47 mm。在实验和活体图像中,与DAS相比,对比度性能有一定程度的提高。此外,该方法与自适应加权(如最小方差法)相结合,具有进一步提高图像质量的潜力。
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引用次数: 1
B-line Elastography Measurement of Lung Parenchymal Elasticity. b线弹性成像测量肺实质弹性。
IF 2.3 4区 医学 Q2 Health Professions Pub Date : 2023-01-01 DOI: 10.1177/01617346221149141
Ren Koda, Hayato Taniguchi, Kei Konno, Yoshiki Yamakoshi

This paper proposes a method to determine the elasticity of the lung parenchyma from the B-line Doppler signal observed using continuous shear wave elastography, which uses a small vibrator placed on the tissue surface to propagate continuous shear waves with a vibration frequency of approximately 100 Hz. Since the B-line is generated by multiple reflections in fluid-storing alveoli near the lung surface, the ultrasonic multiple-reflection signal from the B-line is affected by the Doppler shift due to shear waves propagating in the lung parenchyma. When multiple B-lines are observed, the propagation velocity can be estimated by measuring the difference in propagation time between the B-lines. Therefore, continuous shear wave elastography can be used to determine the elasticity of the lung parenchyma by measuring the phase difference of shear wave between the B-lines. In this study, three elastic sponges (soft, medium, and hard) with embedded glass beads were used to simulate fluid-storing alveoli. Shear wave velocity measured using the proposed method was compared with that calculated using Young's modulus obtained from compression measurement. Using the proposed method, the measured shear wave velocities (mean ± S.D.) were 3.78 ± 0.23, 4.24 ± 0.12, and 5.06 ± 0.05 m/s for soft, medium, and hard sponges, respectively, which deviated by a maximum of 5.37% from the values calculated using the measured Young's moduli. The shear wave velocities of the sponge phantom were in a velocity range similar to the mean shear wave velocities of healthy and diseased lungs reported by magnetic resonance elastography (3.25 and 4.54 m/s, respectively). B-line elastography may enable emergency diagnoses of acute lung disease using portable ultrasonic echo devices.

本文提出了一种利用连续横波弹性成像观察到的b线多普勒信号来确定肺实质弹性的方法,该方法利用放置在组织表面的小型振动器传播振动频率约为100hz的连续横波。由于b线是由靠近肺表面的储液肺泡内的多次反射产生的,因此b线的超声多次反射信号受到肺实质内横波传播的多普勒频移的影响。当观测到多条b线时,可以通过测量b线之间的传播时间差来估计传播速度。因此,连续横波弹性成像可以通过测量横波在b线之间的相位差来确定肺实质的弹性。在本研究中,使用嵌入玻璃珠的三种弹性海绵(软、中、硬)来模拟储液肺泡。用该方法测得的横波速度与由压缩测量得到的杨氏模量计算的横波速度进行了比较。采用该方法,软海绵、中海绵和硬海绵的剪切波速(平均±S.D.)分别为3.78±0.23、4.24±0.12和5.06±0.05 m/s,与杨氏模量计算值的偏差最大为5.37%。海绵影的横波速度与磁共振弹性成像报告的健康肺和病变肺的平均横波速度(分别为3.25 m/s和4.54 m/s)相似。b线弹性成像可以使用便携式超声回声设备对急性肺部疾病进行紧急诊断。
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引用次数: 1
A Deep Learning-based Method to Extract Lumen and Media-Adventitia in Intravascular Ultrasound Images. 基于深度学习的血管内超声图像中腔体和中外膜提取方法。
IF 2.3 4区 医学 Q2 Health Professions Pub Date : 2022-11-01 Epub Date: 2022-07-21 DOI: 10.1177/01617346221114137
Fubao Zhu, Zhengyuan Gao, Chen Zhao, Hanlei Zhu, Jiaofen Nan, Yanhui Tian, Yong Dong, Jingfeng Jiang, Xiaohong Feng, Neng Dai, Weihua Zhou

Intravascular ultrasound (IVUS) imaging allows direct visualization of the coronary vessel wall and is suitable for assessing atherosclerosis and the degree of stenosis. Accurate segmentation and lumen and median-adventitia (MA) measurements from IVUS are essential for such a successful clinical evaluation. However, current automated segmentation by commercial software relies on manual corrections, which is time-consuming and user-dependent. We aim to develop a deep learning-based method using an encoder-decoder deep architecture to automatically and accurately extract both lumen and MA border. Inspired by the dual-path design of the state-of-the-art model IVUS-Net, our method named IVUS-U-Net++ achieved an extension of the U-Net++ model. More specifically, a feature pyramid network was added to the U-Net++ model, enabling the utilization of feature maps at different scales. Following the segmentation, the Pearson correlation and Bland-Altman analyses were performed to evaluate the correlations of 12 clinical parameters measured from our segmentation results and the ground truth. A dataset with 1746 IVUS images from 18 patients was used for training and testing. Our segmentation model at the patient level achieved a Jaccard measure (JM) of 0.9080 ± 0.0321 and a Hausdorff distance (HD) of 0.1484 ± 0.1584 mm for the lumen border; it achieved a JM of 0.9199 ± 0.0370 and an HD of 0.1781 ± 0.1906 mm for the MA border. The 12 clinical parameters measured from our segmentation results agreed well with those from the ground truth (all p-values are smaller than .01). Our proposed method shows great promise for its clinical use in IVUS segmentation.

血管内超声(IVUS)成像可以直接显示冠状血管壁,适用于评估动脉粥样硬化和狭窄程度。IVUS准确的分割和管腔和中外膜(MA)测量对于这种成功的临床评估至关重要。然而,目前商业软件的自动分割依赖于人工校正,耗时且依赖于用户。我们的目标是开发一种基于深度学习的方法,使用编码器-解码器深度架构来自动准确地提取lumen和MA边界。受最先进的IVUS-Net模型双路径设计的启发,我们的方法IVUS-U-Net++实现了对U-Net++模型的扩展。更具体地说,在U-Net++模型中增加了一个特征金字塔网络,从而可以在不同的尺度上使用特征映射。分割后,进行Pearson相关性和Bland-Altman分析,以评估从分割结果和基本事实中测量的12个临床参数的相关性。来自18名患者的1746张IVUS图像数据集用于训练和测试。我们的分割模型在患者水平上实现了Jaccard测量(JM)为0.9080±0.0321,Hausdorff距离(HD)为0.1484±0.1584 mm;MA边界的JM为0.9199±0.0370 mm, HD为0.1781±0.1906 mm。从我们的分割结果中测量的12个临床参数与基础真实值一致(所有p值都小于0.01)。该方法在IVUS分割中具有广阔的临床应用前景。
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引用次数: 10
Liver Fibrosis Assessment Using Radiomics of Ultrasound Homodyned-K imaging Based on the Artificial Neural Network Estimator. 基于人工神经网络估计器的超声同差k成像放射组学评价肝纤维化。
IF 2.3 4区 医学 Q2 Health Professions Pub Date : 2022-11-01 Epub Date: 2022-08-26 DOI: 10.1177/01617346221120070
Zhuhuang Zhou, Zijing Zhang, Anna Gao, Dar-In Tai, Shuicai Wu, Po-Hsiang Tsui

The homodyned-K distribution is an important ultrasound backscatter envelope statistics model of physical meaning, and the parametric imaging of the model parameters has been explored for quantitative ultrasound tissue characterization. In this paper, we proposed a new method for liver fibrosis characterization by using radiomics of ultrasound backscatter homodyned-K imaging based on an improved artificial neural network (iANN) estimator. The iANN estimator was used to estimate the ultrasound homodyned-K distribution parameters k and α from the backscattered radiofrequency (RF) signals of clinical liver fibrosis (n = 237), collected with a 3-MHz convex array transducer. The RF data were divided into two groups: Group I corresponded to liver fibrosis with no hepatic steatosis (n = 94), and Group II corresponded to liver fibrosis with mild to severe hepatic steatosis (n = 143). The estimated homodyned-K parameter values were then used to construct k and α parametric images using the sliding window technique. Radiomics features of k and α parametric images were extracted, and feature selection was conducted. Logistic regression classification models based on the selected radiomics features were built for staging liver fibrosis. Experimental results showed that the proposed method is overall superior to the radiomics method of uncompressed envelope images when assessing liver fibrosis. Regardless of hepatic steatosis, the proposed method achieved the best performance in staging liver fibrosis ≥F1, ≥F4, and the area under the receiver operating characteristic curve was 0.88, 0.85 (Group I), and 0.85, 0.86 (Group II), respectively. Radiomics has improved the ability of ultrasound backscatter statistical parametric imaging to assess liver fibrosis, and is expected to become a new quantitative ultrasound method for liver fibrosis characterization.

纯动k分布是一种重要的具有物理意义的超声后向散射包络统计模型,该模型参数的参数化成像已被用于定量超声组织表征。在本文中,我们提出了一种基于改进的人工神经网络(iANN)估计器,利用超声后向散射纯动力k成像放射组学来表征肝纤维化的新方法。利用iANN估计器从3mhz凸阵换能器采集的临床肝纤维化(n = 237)的后向散射射频(RF)信号中估计超声同动- k分布参数k和α。RF数据分为两组:I组对应肝纤维化,无肝脂肪变性(n = 94), II组对应肝纤维化,轻度至重度肝脂肪变性(n = 143)。然后使用滑动窗口技术将估计的同动k参数值用于构造k和α参数图像。提取k和α参数图像的放射组学特征,进行特征选择。基于选择的放射组学特征建立了肝纤维化分期的逻辑回归分类模型。实验结果表明,该方法在评估肝纤维化时总体上优于未压缩包膜图像的放射组学方法。无论是否存在肝脂肪变性,该方法在肝纤维化≥F1、≥F4分期中表现最佳,受试者工作特征曲线下面积分别为0.88、0.85(第一组)和0.85、0.86(第二组)。放射组学提高了超声后向散射统计参数成像评估肝纤维化的能力,有望成为肝纤维化表征的一种新的定量超声方法。
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引用次数: 6
Optimized Reconstruction Procedure of Photoacoustic Imaging for Reflection Artifacts Reduction. 减少反射伪影的光声成像优化重建程序。
IF 2.3 4区 医学 Q2 Health Professions Pub Date : 2022-11-01 Epub Date: 2022-08-11 DOI: 10.1177/01617346221116781
Yuexin Qi, Hui Cao, Guanjun Yin, Beilei Zhang, Jianzhong Guo

Photoacoustic (PA) imaging technology is of some value in medical diagnoses such as breast cancer detection, vasculature imaging, and surgery navigating. While as most imaging objects are bounded, the received RF signals consist of the direct-arrived signals (DAS) from the PA sources and the boundary-reflected signals (BRS). The undesired BRS will severely impair the quality during the image reconstruction. They will bring in many artifacts and confuse the actual shape and location of the PA sources. We improved the reconstruction procedure by removing the BRS before the regular reconstruction process to suppress those artifacts. To verify our proposed method, we compared the results of the conventional and optimized procedures experimentally. In terms of qualitative observation, the reconstructed images by the optimized procedure illustrate fewer artifacts and more accurate shapes of the PA sources. To quantitatively evaluate the traditional and the optimized imaging procedure, we calculated the Distribution Relative Error (DRE) between each experiment result and its standard drawing of the phantoms. For both phantoms and the ex-vivo sample, the DREs of reconstruction result by the optimized reconstruction procedure decrease significantly. The results suggest that the optimized reconstruction process can effectively suppress the reflection artifacts and improve the shape accuracy of the PA sources.

光声成像技术在乳腺癌检测、血管成像、手术导航等医学诊断中具有一定的应用价值。由于大多数成像对象是有界的,因此接收到的射频信号由来自PA源的直接到达信号(DAS)和边界反射信号(BRS)组成。在图像重建过程中,不期望的BRS会严重影响图像的质量。它们会带来许多伪影,混淆声源的实际形状和位置。我们改进了重建过程,在常规重建过程之前去除BRS以抑制这些伪影。为了验证我们提出的方法,我们通过实验比较了常规方法和优化方法的结果。在定性观察方面,优化后的重建图像显示了更少的伪影和更准确的PA源形状。为了定量评价传统成像方法和优化成像方法,我们计算了每个实验结果与其标准图像之间的分布相对误差(DRE)。无论对幻影还是离体样本,优化后的重建程序对重建结果的DREs都有显著降低。结果表明,优化后的重建过程能有效抑制反射伪影,提高声源形状精度。
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引用次数: 1
A Review of Quantitative Ultrasound-Based Approaches to Thermometry and Ablation Zone Identification Over the Past Decade. 近十年来基于超声定量测温和烧蚀区识别方法的综述。
IF 2.3 4区 医学 Q2 Health Professions Pub Date : 2022-11-01 Epub Date: 2022-08-21 DOI: 10.1177/01617346221120069
Sinan Li, Zhuhuang Zhou, Shuicai Wu, Weiwei Wu

Percutaneous thermal therapy is an important clinical treatment method for some solid tumors. It is critical to use effective image visualization techniques to monitor the therapy process in real time because precise control of the therapeutic zone directly affects the prognosis of tumor treatment. Ultrasound is used in thermal therapy monitoring because of its real-time, non-invasive, non-ionizing radiation, and low-cost characteristics. This paper presents a review of nine quantitative ultrasound-based methods for thermal therapy monitoring and their advances over the last decade since 2011. These methods were analyzed and compared with respect to two applications: ultrasonic thermometry and ablation zone identification. The advantages and limitations of these methods were compared and discussed, and future developments were suggested.

经皮热疗是某些实体瘤的重要临床治疗方法。利用有效的图像可视化技术实时监测治疗过程至关重要,因为治疗区域的精确控制直接影响肿瘤治疗的预后。超声由于其实时性、非侵入性、非电离辐射和低成本的特点,被用于热疗监测。本文综述了自2011年以来近十年来九种基于超声的热疗监测定量方法及其进展。从超声测温和烧蚀区识别两个方面对这些方法进行了分析和比较。对这些方法的优缺点进行了比较和讨论,并提出了今后的发展方向。
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引用次数: 3
Abstracts for the 2022 Symposium on Ultrasonic Imaging and Tissue Characterization 2022年超声成像和组织表征研讨会摘要
IF 2.3 4区 医学 Q2 Health Professions Pub Date : 2022-07-01 DOI: 10.1177/01617346221107728
Bret McCandless, Marie Muller
The Field II ultrasound simulation developed by recently reached its 25-yearanniversary. In that time, its impact on the development of novel methods and systems for medical imaging is hard to overstate. This software has been made freely available to the ultrasound community as citation ware( > 2700 as of 2022) and is frequently updated to support modern versions of Matlab. I will provide a brief retrospec-tive on Field II including describing its simulation methods, capabilities, and limitations to put its use into context among a growing number of other simulation approaches for modern ultrasound research. This talk will highlight our group’s use of Field II in several areas of research to demonstrate how we leverage its linear simulation approach for fundamental acoustic studies. I will discuss best practices for simulation including generation of additive noise. I will demonstrate the combination of pre-computed targets for use in training machine learning applications. I will explore the use of the multistatic data set in the efficient creation and evaluation of various imaging sequences, especially for synthetic aperture imaging. Work from others that has been used to complement the capabilities of Field II will also be briefly introduced(e.g. introducing additive acoustic clutter models, generating imaging targets from natural images for machine learning, the use of simulated acoustic fields as input for mechanical simulations). sound speed Ultrasonic backscatter is associated to cardiac collagen deposition, while anisotropy in ultrasonic backscatter is associated with myo fiber alignment. Preliminary data from our lab suggested anisotropy in backscatter may be primarily associated with collagen that aligns parallel to myofibers, not the myofibers themselves. The purpose of the present study was to determine a relationship between myocardial collagen and anisotropy of ultrasonic backscatter in left ventricular short axis images. Hearts were excised from Sprague Dawley rats, aligned in the short axis with the anterior wall closest to the transducer, and perfused with a colla-genase-containing solution for either 10 (n=7) or 30 minutes (n=7)or control solution for 30 minutes(control n=8). Serial ultrasound images were acquired throughout collagenase digestion and ultrasonic backscatter was assessed where the collagen is primarily aligned perpendicular to the angle of insonification(anterior and posterior walls), and where collagen is primarily aligned parallel to the angle of insonification (lateral and septal walls). Our data suggested that collagenase digestion reduced backscatter anisotropy within the myocardium (p < 0.001)with the lateral and septal walls (collagen parallel to ultrasound) showing the greatest change in backscatter intensity. Histology (Trichrome staining) and biochemistry (hydroxyproline assay) suggests that collagen remains present but is crosslinking is altered within 10 minutes(p < 0.047). These data suggest the anis
Field II超声模拟技术的发展已经有25年的历史了。在那个时候,它对医学成像新方法和系统发展的影响是很难夸大的。该软件已作为引文软件免费提供给超声社区(截至2022年> 2700),并经常更新以支持现代版本的Matlab。我将简要回顾第二领域,包括描述其模拟方法、能力和局限性,以便在现代超声研究中越来越多的其他模拟方法中使用它。本讲座将重点介绍我们小组在几个研究领域中对Field II的使用,以展示我们如何利用其线性模拟方法进行基础声学研究。我将讨论模拟的最佳实践,包括产生加性噪声。我将演示在训练机器学习应用程序中使用的预先计算目标的组合。我将探索多静态数据集在各种成像序列的有效创建和评估中的使用,特别是对于合成孔径成像。还将简要介绍用于补充第二领域能力的其他方面的工作(例如:引入加性声杂波模型,从自然图像中生成用于机器学习的成像目标,使用模拟声场作为机械模拟的输入)。超声后向散射与心脏胶原沉积有关,而超声后向散射的各向异性与肌纤维排列有关。我们实验室的初步数据表明,反向散射的各向异性可能主要与平行于肌纤维排列的胶原蛋白有关,而不是肌纤维本身。本研究的目的是确定心肌胶原蛋白与左心室短轴超声后向散射各向异性之间的关系。从Sprague Dawley大鼠中切除心脏,将心脏与前壁最靠近换向器的短轴对齐,用含有胶原酶的溶液灌注10分钟(n=7)或30分钟(n=7)或对照溶液灌注30分钟(对照n=8)。在整个胶原酶消化过程中获得连续超声图像,并评估超声后向散射,其中胶原主要垂直于超声成像角度(前壁和后壁),胶原主要平行于超声成像角度(侧壁和间隔壁)。我们的数据表明,胶原酶消化降低了心肌内的后向散射各向异性(p < 0.001),其中侧壁和间隔壁(胶原平行于超声)的后向散射强度变化最大。组织学(三色染色)和生物化学(羟脯氨酸测定)表明胶原蛋白仍然存在,但交联在10分钟内改变(p < 0.047)。这些数据表明超声后向散射的各向异性在很大程度上受心肌胶原交联的影响。根据样品和换能器频率的不同,多角度的非相干化可以分别为排列(纤维取向)和胶原主导的× 10 -4和7.48 × 10 -5 - 2.20 × 10 -4状态提供可量化的指标。声阻抗的空间平均值和标准差测量值分别为1.49 ~ 1.51和0.011 ~ 0.024 MRayls。制作了详细的二维声阻抗和反射系数图,清晰地显示了正常哺乳动物大脑中这些超声特性的空间变化。弹性成像是一种定量超声(US)技术,用于获得软组织刚度图。该技术通常在临床中使用剪切波弹性成像(SWE)方法,其中剪切波(SW)通常由中低频率(3至15 MHz)的声辐射力产生。在这项工作中,一个机械振动器,耦合到一个超高速和美国高频设备(Vevo F2, Visualsonics),被用来产生横波。它显示了该设备捕获SW传播的能力,导致刚度图在高于15 MHz的US频率上的空间分辨率有了很大的提高。实验是在校准的组织模拟模型上进行的,其中瞬态SW由外部机械振动器产生,使用200至600 Hz的瞬态正弦。振动器由Vevo F2设备驱动多个高频探头(从22 MHz到50 MHz)触发。然后用1800 Hz的帧率进行超快平面波成像。用VevoF2系统获得的刚度图与用SWE方法(aiexplorer, Supersonic Imagine)获得的刚度图进行了比较。剪切波色散的结果表明,该模型具有Voigt模型的特征。
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引用次数: 0
An Improved Parameter Estimator of the Homodyned K Distribution Based on the Maximum Likelihood Method for Ultrasound Tissue Characterization 基于极大似然法的改进的同差K分布参数估计方法用于超声组织表征
IF 2.3 4区 医学 Q2 Health Professions Pub Date : 2022-06-08 DOI: 10.1177/01617346221097867
Yang Liu, Yufeng Zhang, Bingbing He, Zhiyao Li, Xun Lang, Hong Liang, Jianhua Chen
The homodyned K distribution (HK) can generally describe the ultrasound backscatter envelope statistics distribution with parameters that have specific physical meaning. However, creating robust and reliable HK parameter estimates remains a crucial concern. The maximum likelihood estimator (MLE) usually yields a small variance and bias in parameter estimation. Thus, two recent studies have attempted to use MLE for parameter estimation of HK distribution. However, some of the statements in these studies are not fully justified and they may hinder the application of parameter estimation of HK distribution based on MLE. In this study, we propose a new parameter estimator for the HK distribution based on the MLE (i.e., MLE1), which overcomes the disadvantages of conventional MLE of HK distribution. The MLE1 was compared with other estimators, such as XU estimator (an estimation method based on the first moment of the intensity and tow log-moments) and ANN estimator (an estimation method based on artificial neural networks). We showed that the estimations of parameters α and k are the best overall (in terms of the relative bias, normalized standard deviation, and relative root mean squared errors) using the proposed MLE1 compared with the others based on the simulated data when the sample size was N = 1000. Moreover, we assessed the usefulness of the proposed MLE1 when the number of scatterers per resolution cell was high (i.e., α up to 80) and when the sample size was small (i.e., N = 100), and we found a satisfactory result. Tests on simulated ultrasound images based on Field II were performed and the results confirmed that the proposed MLE1 is feasible and reliable for the parameter estimation from the ultrasonic envelope signal. Therefore, the proposed MLE1 can accurately estimate the HK parameters with lower uncertainty, which presents a potential practical value for further ultrasonic applications.
同动K分布(HK)一般可以描述具有特定物理意义参数的超声后向散射包络统计分布。然而,创建稳健可靠的HK参数估计仍然是一个关键问题。极大似然估计器(MLE)在参数估计中通常产生较小的方差和偏差。因此,最近有两项研究尝试使用MLE对HK分布进行参数估计。然而,这些研究中的一些说法并不完全合理,可能会阻碍基于MLE的HK分布参数估计的应用。本文提出了一种基于最大似然估计(MLE1)的HK分布参数估计方法,克服了传统HK分布最大似然估计的不足。将MLE1与XU估计(一种基于强度一阶矩和两个对数矩的估计方法)和ANN估计(一种基于人工神经网络的估计方法)等其他估计方法进行了比较。我们发现,当样本量为N = 1000时,与基于模拟数据的其他方法相比,使用所提出的MLE1对参数α和k的总体估计(在相对偏差、标准化标准差和相对均方根误差方面)是最好的。此外,我们评估了所提出的MLE1在每个分辨率单元的散射体数量高(即α高达80)和样本量小(即N = 100)时的有效性,我们发现了令人满意的结果。对基于Field II的模拟超声图像进行了测试,结果证实了所提出的MLE1对超声包络信号参数估计的可行性和可靠性。因此,所提出的MLE1可以准确估计HK参数,不确定度较低,对进一步的超声应用具有潜在的实用价值。
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引用次数: 1
Speckle Reduction in Ultrasound Images of the Common Carotid Artery Based on Integer and Fractional-Order Total Variation 基于整数和分数阶总变异的颈总动脉超声图像斑点减少
IF 2.3 4区 医学 Q2 Health Professions Pub Date : 2022-06-08 DOI: 10.1177/01617346221096840
Kun Wang, Zhiyao Li, Yufeng Zhang
Designing a technique with higher speckle noise suppressing capability, better edge preserving performance, and lower time complexity is a research objective for the common carotid artery (CCA) ultrasound despeckling. Total variation based techniques have been widely used in the image denoising and have good performance in preserving the edges in the images. However, the total variation based filters can produce the staircase artifacts. To address this issue, second-order total variation based techniques have been proposed for the image denoising. However, the previous study has been proved that the fractional differential model has better performance in reducing the speckles in ultrasound despeckling compared with the second-order model. Thus, to improve the performance of ultrasound despeckling and edge preserving, a novel despeckling model based on integer and fractional-order total variation (IFOTV) is proposed for CCA ultrasound images. Moreover, the minimization problems in our despeckling model are solved by the alternating direction method of multiplier (ADMM). In results with synthetic images, the edge preservation index (EPI) values of proposed method are 0.9524, 0.8797, and 0.7351 as well as 0.9137, 0.8253, and 0.6847 under three different levels of noise, which are the highest among four advanced methods. In results with simulated CCA ultrasound images, the speckle suppression and mean preservation indices of proposed method are 0.5596, 0.6571, and 0.8106 under three different levels of noise, which are the best among four advanced methods. In results with clinical images, the average absolute error of intima-media thickness measurements of proposed method is 0.0660 ± 0.0679 (mean ± std in mm), which is the lowest among four advanced methods. In conclusion, the IFOTV method has improved performance in suppressing the speckle noise and preserving the edge, and is thus a potential alternative to the current filters for the CCA ultrasound despeckling.
设计一种具有较高的散斑噪声抑制能力、较好的边缘保持性能和较低的时间复杂度的技术是颈总动脉超声去噪的研究目标。基于全变分的图像去噪技术在图像去噪中得到了广泛的应用,在保持图像边缘方面有很好的效果。然而,基于总变化的滤波器会产生阶梯伪影。为了解决这一问题,提出了基于二阶总变分的图像去噪技术。然而,先前的研究已经证明分数阶微分模型在超声去斑中具有比二阶模型更好的去斑效果。为此,为了提高超声图像去斑和边缘保持的性能,提出了一种基于整数阶和分数阶全变分(IFOTV)的超声图像去斑模型。此外,采用乘法器的交替方向法(ADMM)解决了消斑模型的最小化问题。在合成图像结果中,该方法在3种不同噪声水平下的边缘保持指数(EPI)分别为0.9524、0.8797和0.7351,以及0.9137、0.8253和0.6847,在4种先进方法中均最高。在模拟CCA超声图像中,在3种不同噪声水平下,该方法的散斑抑制指数和均值保存指数分别为0.5596、0.6571和0.8106,是4种先进方法中效果最好的。在临床图像结果中,该方法测量内膜-中膜厚度的平均绝对误差为0.0660±0.0679 (mean±std,单位为mm),是四种先进方法中最小的。综上所述,IFOTV方法在抑制散斑噪声和保持边缘方面具有更好的性能,因此是当前CCA超声去斑滤波器的潜在替代方案。
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引用次数: 3
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Ultrasonic Imaging
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