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Recovery of the magnetic particle imaging system matrix using compressed sensing reconstruction

机译:使用压缩传感重建来恢复磁粉成像系统矩阵

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In magnetic particle imaging the system matrix is commonly obtained by performing a tedious calibration scan, which requires measuring the system response at various positions in the field-of-view. In this work, a method for significantly reducing the number of required calibration scans is proposed. It exploits the fact that the MPI system matrix can be sparsified using certain basis transformations such as the discrete Fourier transformation and applies compressed sensing reconstruction techniques. Experiments show that the calibration scan can be accelerated by a factor of ten with only marginal loss of image quality.
机译:在磁性粒子成像中,通常通过执行乏味的校准扫描来获得系统矩阵,这需要在视场的各个位置测量系统响应。在这项工作中,提出了一种显着减少所需校准扫描次数的方法。它利用了MPI系统矩阵可以使用某些基本变换(例如离散傅立叶变换)稀疏化的事实,并应用了压缩传感重建技术。实验表明,校准扫描可以以十分之一的速度加速,而图像质量只有很少的损失。

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