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Diffusion tensor interpolation profile control using non-uniform motion on a Riemannian geodesic

机译:在黎曼测地上使用非均匀运动的扩散张量插值轮廓控制

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Tensor interpolation is a key step in the processing algorithms of diffusion tensor imaging (DTI), such as registration and tractography. The diffusion tensor (DT) in biological tissues is assumed to be positive definite. However, the tensor interpolations in most clinical applications have used a Euclidian scheme that does not take this assumption into account. Several Riemannian schemes were developed to overcome this limitation. Although each of the Riemannian schemes uses different metrics, they all result in a ‘fixed’ interpolation profile that cannot adapt to a variety of diffusion patterns in biological tissues. In this paper, we propose a DT interpolation scheme to control the interpolation profile, and explore its feasibility in clinical applications. The profile controllability comes from the non-uniform motion of interpolation on the riemannian geodesic. The interpolation experiment with medical DTI data shows that the profile control improves the interpolation quality by assessing the reconstruction errors with the determinant error, Euclidean norm, and Riemannian norm.
机译:张量插值是扩散张量成像(DTI)处理算法中的关键步骤,例如配准和束层摄影。假设生物组织中的扩散张量(DT)为正定。但是,大多数临床应用中的张量插值都使用了未考虑此假设的欧几里得方案。为了克服该限制,开发了几种黎曼方案。尽管每种黎曼方案使用不同的度量标准,但它们都导致“固定”插值曲线,无法适应生物组织中的各种扩散模式。在本文中,我们提出了一种DT插值方案来控制插值曲线,并探讨其在临床应用中的可行性。轮廓可控性来自里曼测地上插值的不均匀运动。使用医学DTI数据进行插值实验表明,轮廓控制通过使用行列式误差,欧几里得范数和黎曼范数来评估重构误差,从而提高了插值质量。

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