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Improving Susceptibility Mapping Using a Threshold-Based K-space/Image Domain Iterative Reconstruction Approach

机译:利用基于阈值的k空间/图像域迭代重建方法改善易感映射

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摘要

To improve susceptibility quantification, a threshold-based k-space/image domain iterative approach that uses geometric information from the susceptibility map itself as a constraint to overcome the ill-posed nature of the inverse filter is introduced. Simulations were used to study the accuracy of the method and its robustness in the presence of noise. In vivo data was processed and analyzed using this method. Both simulations and in vivo results show that most streaking artifacts inside the susceptibility map caused by the ill-defined inverse filter were suppressed by the iterative approach. In simulated data, the bias toward lower mean susceptibility values inside vessels has been shown to decrease from around 10% to 2% when choosing an appropriate threshold value for the proposed iterative method. Typically, three iterations are sufficient for this approach to converge and this process takes less than 30 seconds to process a 512 × 512 × 256 dataset. This iterative method improves quantification of susceptibility inside vessels and reduces streaking artifacts throughout the brain for data collected from a single-orientation acquisition. This approach has been applied to vessels alone as well as to vessels and other structures with lower susceptibility to generate whole brain susceptibility maps with significantly reduced streaking artifacts.
机译:为了提高易感性定量,介绍了基于阈值的k空间/图像域迭代方法,其使用来自易感性图的自身作为克服逆滤波器的不良性质的约束来介绍。模拟用于研究噪声存在下方法的准确性及其鲁棒性。使用该方法处理和分析体内数据。模拟和体内结果表明,通过迭代方法抑制了由虚拟逆滤波器引起的易感性图内部的大多数条纹伪影。在模拟数据中,当为所提出的迭代方法选择适当的阈值时,血管内部血管内部易感性值的偏置率已显示为约10%至2%。通常,三个迭代足以使该方法收敛,并且该过程小于30秒以处理512×512×256数据集。该迭代方法改善了血管内部易感性的量化,并在整个大脑中减少了从单向获取收集的数据的条纹伪像。这种方法已经应用于血管以及血管和其他结构具有较低易感性的血管和其他结构,以产生具有显着减少的条纹伪像的全脑敏感性图。

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