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Single-Shell Return-to-the-Origin Probability Diffusion Mri Measure Under a Non-Stationary Rician Distributed Noise

机译:非平稳Rician分布噪声下的单壳回归原点扩散Mri测度

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The Ensemble Average Propagator (EAP) provides a compact theoretical framework to explore the underlying microstructural properties of the tissues with diffusion magnetic resonance imaging. To model tissue characteristics, it is usually required to fit a functional basis to a densely sampled q-space data and then retrieve the EAP-related maps. In this work, we analytically derive a new closed-form formula to calculate one of the EAP features the Return-To-the-Origin Probability (RTOP) map directly from the data leaving aside the EAP estimation step. Our RTOP estimation approach exploits only single-shell data and additionally handles noise-induced bias using a non-stationary log-Rician statistics. We validated our proposal using an in vivo Human Connectome Project database achieving an increased accuracy of the method when subsampling of the q-space was considered and strong correlations to multiple-shell state-of-the-art methods.
机译:整体平均传播器(EAP)提供了一个紧凑的理论框架,可通过扩散磁共振成像探索组织的潜在微结构特性。为了对组织特征进行建模,通常需要将功能基础与密集采样的q空间数据拟合,然后检索与EAP相关的图。在这项工作中,我们分析性地得出了一个新的封闭式公式,可以直接从数据中扣除EAP估计步骤,从而计算出EAP特征之一,即“返还原产地概率”(RTOP)图。我们的RTOP估算方法仅利用单层数据,并使用非平稳对数Rician统计量处理噪声引起的偏差。我们使用体内人类Connectome项目数据库验证了我们的建议,当考虑q空间的二次采样并与多壳体最新方法具有很强的相关性时,该方法提高了方法的准确性。

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