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Effect of Signal Filtering on Image Quality of Projection-Based Magnetic Particle Imaging

机译:信号滤波对基于投影的磁粒子成像图像质量的影响

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Purpose: Magnetic particle imaging (MPI) allows for imaging of the spatial distribution of magnetic nanoparticles (MNPs) in positive contrast, with high sensitivity, high spatial resolution, and high imaging speed. It is necessary to increase the signal-to-noise ratio to enhance the reliability of MPI. The purpose of this study was to investigate the effect of signal filtering on the image quality and quantitativity in projection-based MPI using phantoms. Materials and Methods: We fabricated two kinds of phantom (cylindrical tube phantom with a diameter of 6 mm and A-shaped phantom) and evaluated the effect of signal filtering in terms of root-mean-square (RMS) granularity and the correlation coefficient between iron concentrations of MNPs and average MPI values for four filter modes (THRU, BPF, BEF, and LPF). In the THRU mode, the signal input was output without passing through the filter. In the BPF mode, only the third-harmonic signal was passed using a band-pass filter (central frequency: 1200 Hz, band width: 1/3 octave). In the BEF mode, the first-harmonic signal was eliminated using a band-elimination filter (central frequency: 400 Hz, band width: 1/3 octave). In the LPF mode, only the signal with a frequency less than the third-harmonic frequency was passed using a low-pass filter (cut-off frequency: 1200 Hz, -24 ± 2 dB/octave). The RMS granularity was obtained by calculating standard deviations of the pixel values in the MPI image without MNPs, whereas average MPI values were obtained by drawing a circular region of interest with a diameter of 6 mm on the MPI image of the cylindrical tube phantom. Results: When using the filtered back-projection (FBP) method with a ramp filter for image reconstruction, the RMS granularity and correlation coefficient decreased in the order of THRU, BPF, BEF, and LPF. In the BPF mode, however, some artifacts were observed. When using the maximum likelihood-expectation maximization (ML-EM) algorithm with an iteration number of 15, the correlation coefficient decreased in the order of THRU, BPF, BEF, and LPF, whereas the RMS granularity did not largely depend on the filter mode and was significantly (p Conclusion: The BEF mode is adequate for the FBP method in projection-based MPI, whereas THRU is a best option in use of the ML-EM algorithm.
机译:目的:磁性粒子成像(MPI)允许磁性纳米颗粒(MNP)的空间分布成像积极对比度,具有高灵敏度,空间分辨率和高成像速度。有必要增加信噪比以提高MPI的可靠性。本研究的目的是研究信号滤波对基于突出的MPI的图像质量和定量性的影响,使用幽灵。材料和方法:我们制造了两种幻影(直径为6mm和形状的幻影的圆柱形管幻影),并评估了信号滤波的效果,在根均方(RMS)粒度和相关系数之间MNP的铁浓度和四种过滤模式的平均MPI值(通过,BPF,BEF和LPF)。在通过模式下,输出信号输入而不通过滤波器。在BPF模式下,仅使用带通滤波器(中央频率:1200Hz,带宽:1/3八度音程)通过三谐波信号。在BEF模式下,使用带消除滤波器(中央频率:400Hz,带宽:1/3八度)来消除第一谐波信号。在LPF模式下,仅使用低通滤波器(截止频率:1200Hz,-24±2 dB / octave)通过频率小于三谐频率的信号。通过在没有MNP的情况下计算MPI图像中的像素值的标准偏差来获得RMS粒度,而通过在圆柱形管幻影的MPI图像上拉伸直径为6mm的圆形感兴趣的圆形区域获得平均MPI值。结果:使用具有斜坡滤波器的滤波后投影(FBP)方法进行图像重建,RMS粒度和相关系数按ATHU,BPF,BEF和LPF的顺序减小。然而,在BPF模式下,观察到一些伪像。当使用具有迭代次数的最大似然 - 期望最大化(ML-EM)算法15时,相关系数按THRU,BPF,BEF和LPF的顺序减少,而RMS粒度在很大程度上没有依赖于滤波器模式并且显着(P结论:BEF模式对于基于投影的MPI中的FBP方法是足够的,而通过ML-EM算法采用最佳选择。

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