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首页> 外文期刊>IEEE Transactions on Ultrasonics, Ferroelectrics, and Frequency Control >WOLD decomposition of the backscatter echo in ultrasound images of soft tissue organs
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WOLD decomposition of the backscatter echo in ultrasound images of soft tissue organs

机译:软组织器官超声图像中后向散射回波的WOLD分解

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摘要

Deals with a method of detecting and estimating the scatterer spacing between the regularly spaced resolvable coherent scatterers in tissue. Scatterer spacing has been successfully used in classifying tissue structure, in differentiating between normal and cirrhotic liver, and in detecting diffuse liver disease. This paper presents a WOLD decomposition of the radio frequency (RF) field into its diffused and coherent components from which maximum likelihood estimates (MLE) or minimum mean square error (MMSE) estimates of the scattering spacing are easily computed. The MLE are efficient and for relatively long record are unbiased. They result in accurate estimates in low signal-to-noise (SNR) ratios. Unfortunately, they require nonlinear minimization and knowledge of the probability density associated with the RF backscatter echo. The MMSE estimates, on the other hand, are computationally simple, yield unique closed form solutions, do not require a-priori knowledge of the probability distribution function of the backscatter echo, and result in accurate estimates in low SNR ratios. This paper also presents an unbiased decision rule to detect whether or not an RF echo exhibits any specular scattering relative to the wavelength of the interrogating ultrasonic pulse. The approach has been tried on simulations as well as on in-vivo scans of liver data, and appears to perform well.
机译:处理一种检测和估计组织中规则间隔的可分辨相干散射体之间的散射体间距的方法。散射体间距已成功用于组织结构分类,正常肝硬化和肝硬化肝的鉴别以及弥漫性肝病的检测。本文介绍了射频(RF)场的WOLD分解成其扩散分量和相干分量,可以轻松地计算出散射间隔的最大似然估计(MLE)或最小均方误差(MMSE)估计。 MLE是高效的,并且在相对较长的记录中没有偏见。它们可以在低信噪比(SNR)的情况下进行准确的估算。不幸的是,它们需要非线性最小化,并且需要了解与RF反向散射回波相关的概率密度。另一方面,MMSE估计在计算上很简单,可以得出独特的闭式解,不需要先验知识就可以了解反向散射回波的概率分布函数,并且可以在低SNR比率下获得准确的估计。本文还提出了一种无偏决策规则,用于检测RF回波相对于询问超声脉冲的波长是否表现出任何镜面散射。该方法已在模拟以及肝脏数据的体内扫描中进行了尝试,并且似乎表现良好。

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