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Fast and robust 3D ultrasound registration - Block and game theoretic matching

机译:快速,强大的3D超声波配准-块和游戏理论匹配

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Real-time 3D US has potential for image guidance in minimally invasive liver interventions. However, motion caused by patient breathing makes it hard to visualize a localized area, and to maintain alignment with pre-operative information. In this work we develop a fast affine registration framework to compensate in real-time for liver motion/displacement due to breathing. The affine registration of two consecutive ultrasound volumes in time is performed using block-matching. For a set of evenly distributed points in one volume and their correspondences in the other volume, we propose a robust outlier rejection method to reject false matches. The inliers are then used to determine the affine transformation. The approach is evaluated on 13 4D ultrasound sequences acquired from 8 subjects. For 91 pairs of 3D ultrasound volumes selected from these sequences, a mean registration error of 1.8 mm is achieved. A graphics processing unit (GPU) implementation runs the 3D US registration at 8 Hz. (C) 2014 Elsevier B.V. All rights reserved.
机译:实时3D US在微创肝脏干预中具有图像指导的潜力。然而,由患者呼吸引起的运动使得难以可视化局部区域,并且难以与术前信息保持一致。在这项工作中,我们建立了一个快速的仿射配准框架,以实时补偿由于呼吸引起的肝脏运动/移位。使用块匹配执行两个连续的超声体积在时间上的仿射配准。对于一个体积中一组均匀分布的点以及另一体积中它们的对应关系,我们提出了一种鲁棒的离群值拒绝方法来拒绝错误匹配。然后使用内联线确定仿射变换。对从8位受试者获得的13个4D超声序列进行评估。对于从这些序列中选择的91对3D超声体积,平均配准误差为1.8毫米。图形处理单元(GPU)实现以8 Hz运行3D US配准。 (C)2014 Elsevier B.V.保留所有权利。

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