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Fast Calibration with Compressed Sensing using Alternating Direction Method of Multipliers in Magnetic Particle Imaging

机译:磁粒子成像中乘子交替方向法的压缩传感快速校准

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Magnetic Particle Imaging (MPI) is a new imaging modality that is used for imaging the spatial distribution of superparamagnetic iron oxide nanoparticles injected as tracers. Image reconstruction in MPI can be realized directly in X-space or with a system calibration matrix. It is envisaged that obtaining a system calibration matrix would take days for a field of view of clinical purposes. On the other hand, the need for real-time imaging for applications such as interventional angiography implies that faster and more efficient reconstruction algorithms are needed than the ones at present. In this work, we present rapid system calibration with compressive sensing, and reconstruction results that have higher resolution and contrast with respect to the most common technique, Kaczmarz, using Alternating Direction Method of Multipliers (ADMM).
机译:磁性粒子成像(MPI)是一种新的成像方式,用于对作为示踪剂注入的超顺磁性氧化铁纳米粒子的空间分布进行成像。 MPI中的图像重建可以直接在X空间或系统校准矩阵中实现。可以设想,就临床目的而言,获得系统校准矩阵将需要几天的时间。另一方面,对于诸如介入性血管造影术之类的应用的实时成像的需求意味着与目前相比,需要更快,更有效的重建算法。在这项工作中,我们介绍了利用压缩感测进行快速系统校准的方法,以及使用交替方向乘数法(ADMM)相对于最常见的技术Kaczmarz而言,具有更高的分辨率和对比度的重建结果。

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