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Compressed sensing of ultrasound images: Sampling of spatial and frequency domains

机译:超声图像的压缩传感:空间和频率域的采样

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This paper proposes a comparison between an established (used in magnetic resonance imaging) and a innovative compressed sensing (CS) approach, both adapted to ultrasound (US) imaging. Two undersampling patterns suited to US imaging were investigated in each approach on simulated and in vivo radio-frequency US images. Reconstructions of simulated and in vivo US images using CS show minimal information loss. The best strategy (minimising the errors of reconstruction) was a uniform random sampling in the two directions of the spatial RF US image associated with the reconstruction of its k-space.
机译:本文提出了建立(用于磁共振成像)的比较和创新的压缩感测(CS)方法,适用于超声(US)成像。在模拟和体内射频美国图像上的每种方法中研究了适用于美国成像的两个欠采样模式。使用CS的模拟和体内图像的重建显示最小的信息丢失。最佳策略(最小化重建误差)是与其K空间重建相关的空间RF美国图像的两个方向上的均匀随机抽样。

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