首页> 外文会议>IEEE International Ultrasonics Symposium >Analysis of the Accuracy and Precision of the Least Square Fitting Method for Simultaneous Estimation of Backscatter and Attenuation Coefficients
【24h】

Analysis of the Accuracy and Precision of the Least Square Fitting Method for Simultaneous Estimation of Backscatter and Attenuation Coefficients

机译:同时估计反向散射和衰减系数的最小二乘拟合方法的精度和精确度分析

获取原文

摘要

Quantitative ultrasound parameters such as backscatter and attenuation coefficients can be used to characterize tissues along with B-mode image ultrasound. However, these coefficients must be accurately found, and can be hard to measure. Simultaneous estimation of both backscatter coefficient and the total attenuation reduces the necessity of rely on previous studies to accurate know the attenuation of each separate tissue. Furthermore, the total attenuation up to the region of analysis can be also found on heterogeneous media, such as gynecological tissues. A technique for this estimation, the least square fitting (LSF) method, has been proposed to simultaneously estimate the total attenuation coefficient slope α, the magnitude b and frequency dependence n of the backscatter coefficient. The aim of the present study is to analyze the precision and accuracy of the LSF method. Simulated data, physical calibrated phantoms and six healthy thyroids cases have been used to this purpose. The estimation bias was used to quantify the accuracy of the method with the simulated and physical phantom data, whereas the coefficient of variation (CV) was used to quantify the precision of the method with simulated, physical phantom and in vivo data. The analysis was performed with regions of 12λ axially and varying lateral size. In both simulations and physical phantom experiments, the CV ranged between 0.003 and 1.29 for all estimated variables. With the in vivo data, the maximum CV values were 4.25 for b, 2.15 for n and 0.86 for the ACS. This increase may be partially explained by the reduced number of effective lines per region (3-6 lines) for the in vivo data when compared to the simulated and physical phantom data (down to 20-30 lines) The bias of n and the total attenuation was less of 10% for the simulated and physical phantoms, but increased to 50-100% for b, The results suggest that for regions of analysis with clinically relevant sizes the precision of the method is compromised but accurate estimates of α and n may be obtained.
机译:诸如背向散射和衰减系数之类的定量超声参数可与B模式图像超声一起用于表征组织。但是,这些系数必须准确找到,并且可能难以测量。同时估算反向散射系数和总衰减量减少了依靠先前研究来准确知道每个单独组织的衰减量的必要性。此外,还可以在诸如妇科组织之类的异质介质上发现直至分析区域的总衰减。已经提出了一种用于估计的技术,即最小二乘拟合(LSF)方法,用于同时估计总衰减系数斜率α,后向散射系数的大小b和频率相关性n。本研究的目的是分析LSF方法的精度和准确性。模拟数据,经过物理校准的体模和六例健康的甲状腺病例已用于此目的。估计偏差用于量化模拟和物理幻象数据的方法的准确性,而变异系数(CV)用于量化模拟,物理幻象和体内数据的方法的准确性。使用轴向12λ的区域和横向尺寸变化的区域进行分析。在模拟和物理幻像实验中,所有估计变量的CV均在0.003至1.29之间。利用体内数据,ACS的最大CV值是4.25,n的最大CV值是2.15,ACS的最大CV值是0.86。当与模拟和物理幻象数据相比时,体内数据每个区域的有效行数减少(3-6行),部分可以解释这种增加(下降到20-30行)。模拟和物理模型的衰减小于10%,但增加到50-100 对于b,结果表明,对于具有临床相关大小的分析区域,该方法的精度受到损害,但可以获得α和n的准确估计值。

著录项

相似文献

  • 外文文献
  • 中文文献
  • 专利
获取原文

客服邮箱:kefu@zhangqiaokeyan.com

京公网安备:11010802029741号 ICP备案号:京ICP备15016152号-6 六维联合信息科技 (北京) 有限公司©版权所有
  • 客服微信

  • 服务号