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Artifact suppression in freehand ultrasound elastography using Multiscale Principal Component Analysis

机译:使用多尺度主成分分析的手法超声弹性术中的工件抑制

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Ultrasound elastography is a noninvasive technique for mapping the elasticity of soft tissues as an image called elastogram (axial-strain image). Applying a small axial pressure on the tissue surface is the main requirement of ultrasound elastography. If this pressure is applied manually by the ultrasound probe the technique is called “freehand ultrasound elastography”. Non-ideal manual compressions lead to emergence of undesired artifacts in the elastograms which degrade their quality and restrict their clinical applicability. In this paper we propose a method based on Multiscale Principal Component Analysis (MSPCA) to suppress the elastographic artifacts and yield refined elastograms with better Elastographic Signal to Noise Ratio (SNRe) and Elastographic Contrast to Noise Ratio (CNRe). We applied our proposed method to a freehand elastographic dataset of a phantom which mimicked a hard tumor in a soft background tissue. The results showed significant improvements in average SNRe and CNRe as evaluated by paired sample t-test (p<;0.001). Also, it was shown the proper selection of mother wavelet and the number of wavelet decomposition levels is very important to prevent the emergence of undesired patterns called Zipper-like artifacts in the refined elastograms.
机译:超声弹性造影是一种用于将软组织的弹性映射为称为弹性图(轴向 - 应变图像)的图像的非侵入性技术。在组织表面上施加小的轴向压力是超声弹性显影的主要要求。如果通过超声探头手动施加该压力,则该技术称为“手法超声塑造”。非理想的手动压缩导致弹性图中不需要的伪影的出现,这降低了它们的质量并限制了它们的临床适用性。在本文中,我们提出了一种基于多尺度主成分分析(MSPCA)的方法来抑制弹性伪影和产量精制弹性图,并具有更好的弹性引导信号与噪声比(SNRE)和噪声比对比(CNRE)。我们将所提出的方法应用于幻影的手法弹性图数据集,其模仿软背景组织中的硬肿瘤。结果表明,平均SNRE和CNRE的显着改善,如配对样品T检验所评估的(P <; 0.001)。此外,显示出正确选择的母小波,小波分解水平的数量非常重要,以防止在精炼弹性图中的叫拉链伪像的不期望的图案出现。

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