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Dynamic coherence factor based on the standard deviation for coherent plane-wave compounding

机译:基于相干平面波复合的标准偏差的动态相干系数

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摘要

The ultrafast imaging technique based on plane wave transmission has been a commonly investigated imaging mode in medical ultrasound imaging. Coherent plane-wave compounding (CPWC) was proposed to improve the quality of plane-wave imaging (PWI), which obtained a high-quality image by summing the low-quality images formed by transmitting plane waves at different steering angles. Coherence factor (CF) weighting algorithms can effectively improve image contrast with low computational complexity. However, this usually introduces black artifacts and degraded speckle quality. In this paper, we propose a dynamic coherence factor (DCF) that is based on the angular difference of CPWC to adaptively determine the number of plane waves and utilizes several plane waves with small angular difference to evaluate coherence. To improve resolution and contrast-to-noise ratio (CNR), adjusted DCF (ADCF) introduces a parameter related to the standard deviation to adjust DCF. Furthermore, a square neighborhood ADCF (SN-ADCF) using a 2-dimensional average filter is designed to obtain higher contrast and speckle quality. The simulated, experimental and in-vivo datasets are used to evaluate the proposed methods. Results show that, in comparison with CF, DCF can achieve improved contrast ratio (CR), CNR and speckle signal-to-noise ratio (sSNR). ADCF achieves a maximal lateral full width at half maximum (FWHM) improvement by 40% and better speckle quality than CF. SN-ADCF causes about 20% improvements upon CF in CNR and sSNR, while maintaining a similar resolution performance. SN-ADCF also provides higher lateral resolution than the generalized coherence factor (GCF) and scaled coherence factor (scCF), meanwhile obtaining a comparable contrast and speckle quality. Therefore, SN-ADCF has a satisfying comprehensive performance, which can achieve a reasonable balance among resolution, contrast and speckle quality.
机译:基于平面波传输的超快成像技术已经是医学超声成像中的常见研究模式。提出了相干平面波复合(CPWC)以提高平面波成像(PWI)的质量,通过求解通过在不同转向角处传递平面波形成的低质量图像来获得高质量图像。相干因子(CF)加权算法可以有效地提高与低计算复杂度的图像对比度。但是,这通常会引入黑色伪影和降级的散斑质量。在本文中,我们提出了一种基于CPWC的角度差的动态相干因子(DCF),以自适应地确定平面波的数量,并利用具有小角度差的几个平面波来评估连贯性。为了提高分辨率和对比度 - 噪声比(CNR),调整后的DCF(ADCF)介绍了与标准偏差有关的参数以调整DCF。此外,使用二维平均滤波器的方形邻域ADCF(SN-ADCF)旨在获得更高的对比度和散斑质量。模拟,实验和体内数据集用于评估所提出的方法。结果表明,与CF相比,DCF可以实现改善的对比度(CR),CNR和斑点信噪比(SSNR)。 ADCF在半最大(FWHM)上的最大横向全宽度达到40%和更好的散斑质量,而不是CF。 SN-ADCF在CNR和SSNR中导致CF的提高约20%,同时保持了类似的分辨率性能。 SN-ADCF还提供比广义相干因子(GCF)和缩放的相干因子(SCCF)的更高的横向分辨率,同时获得可比对比度和散斑质量。因此,SN-ADCF具有令人满意的综合性能,可以在分辨率,对比度和散斑质量之间实现合理的平衡。

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