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Diffeomorphic Directly Manipulated Free-Form Deformation Image Registration via Vector Field Flows

机译:通过矢量场流动直接操纵自由形式变形图像配准

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Motivated by previous work [16] and recent diffeomorphic image registration developments in which the characteristic velocity field is represented by spatiotemporal B-splines [3], we present a diffeomorphic B-spline-based image registration algorithm combining and extending these techniques. The advancements of the proposed framework over previous work include a preconditioned gradient descent algorithm and potential weighting of the metric gradient permitting, among other things, enforcement of stationary boundary conditions. In addition to theoretical and practical discussions of our contribution, we also describe its parallelized implementation as open source in the Insight Toolkit and perform an evaluation on publicly available brain data.
机译:通过以前的工作[16]和最近的扩散图像登记开发,其中特征速度场由时空B样曲面表示[3],我们介绍了组合和扩展这些技术的基于漫射基于B样条曲线的图像配准算法。在先前的工作中提出的框架的进步包括预处理的梯度下降算法,以及公制梯度允许的潜在加权,以及其他事情的实施静止边界条件。除了对我们贡献的理论和实践讨论之外,我们还将其并行化实施方式描述为Insight Toolkit的开源,并对公开可用的大脑数据进行评估。

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