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CS-based fast ultrasound imaging with improved FISTA algorithm

机译:基于CS的快速超声成像,具有改进的Fista算法

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In ultrasound imaging system, the wave emission and data acquisition is time consuming, which can be solved by adopting the plane wave as the transmitted signal, and the compressed sensing (CS) theory for data acquisition and image reconstruction. To overcome the very high computation complexity caused by introducing CS into ultrasound imaging, in this paper, we propose an improvement of the fast iterative shrinkage-thresholding algorithm (FISTA) to achieve the fast reconstruction of the ultrasound imaging, in which a modified setting is done with the parameter of step size for each iteration. Further, the GPU strategy is designed for the proposed algorithm, to guarantee the real time implementation of imaging. The simulation results show that the GPU-based image reconstruction algorithm can achieve the fast ultrasound imaging without damaging the quality of image.
机译:在超声成像系统中,波发射和数据采集是耗时的,这可以通过采用平面波作为发送信号来解决,以及用于数据采集和图像重建的压缩感测(CS)理论。为了克服通过将CS引入超声成像引起的非常高的计算复杂度,本文提出了改进快速迭代收缩阈值算法(FISTA)以实现超声成像的快速重建,其中修改的设置是使用每个迭代的步长参数完成。此外,GPU策略被设计用于所提出的算法,以保证成像的实时实现。仿真结果表明,基于GPU的图像重建算法可以实现快速超声成像,而不会损坏图像质量。

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