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Tracking Contrast Agents from Ultrasound Image using Texture Preserving Optical Flow Estimation

机译:使用纹理保持光流估计跟踪超声图像的造影剂

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In this paper, we proposed a novel texture preserving optical flow technique to estimate the motion patterns of contrast agent on the ultrasound image. The proposed method estimated the motion fields based on three major steps. Firstly, the proposed method recomposed the original image based on the weighted structure-texture decomposition. Secondly, we applied a slightly nonconvex approximation approach by utilizing the spline interpolation based coarse-to-fine warping scheme to handle the motion discontinuities in ultrasound image. Lastly, after each warping step, we employed the bilateral filter into the numerical framework to minimize the tracking errors in motion estimates. To evaluate the tracking performance of our method, we estimated the motion fields of microbubbles for the tissue mimicking phantom, and compared its results to those of the existing methods. As a result, it was found that the proposed technique provides the most reliable motion patterns of microbubbles, and reduces computational loads, simultaneously. We also confirmed the potential usefulness of our estimation scheme for the microbubble based diagnostic analysis.
机译:在本文中,我们提出了一种新颖的保护光学流技术,以估计超声图像上的造影剂的运动模式。所提出的方法基于三个主要步骤估计了运动场。首先,所提出的方法基于加权结构纹理分解重新编译原始图像。其次,我们通过利用基于样条型的粗加工翘曲方案来处理超声图像中的运动不连续性来应用略微非凸起的近似方法。最后,在每个翘曲步骤之后,我们使用双边滤波器进入数值框架,以最小化运动估计中的跟踪误差。为了评估我们方法的跟踪性能,我们估计了用于模拟幻像的组织的微泡的运动场,并将其结果与现有方法的结果进行比较。结果,发现该技术提供了微泡最可靠的运动模式,并同时减少计算负载。我们还确认了我们基于微泡的诊断分析的估算方案的潜在有用性。

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