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Separable Beamforming For 3-D Medical Ultrasound Imaging

机译:用于3D医学超声成像的可分离波束成形

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Three-dimensional ultrasound imaging is a promising medical imaging technology because of its ease of use and improved accuracy in diagnosis. However, its high computational complexity and resulting high power consumption has precluded its use in hand-held applications. In this paper, we present a separable beamforming method that greatly reduces computational complexity. Our method is based on decomposing the delay term in a way that minimizes the root-mean-square error caused by the decomposition. We analyze tradeoffs between the approximation error caused by the decomposition and computational complexity. Then, we present enhancements to the Sonic Millip3De hardware accelerator for ultrasound beamforming to implement separable beamforming. Using hardware synthesis targeting standard cells in 45 nm, we show that the proposed method allows us to boost the Sonic Millip3De frame rate from 1–2 Hz to 32 Hz while maintaining power consumption at 15 W. We validate image quality of our method using cyst phantom simulations in Field II. Our evaluation demonstrates that the proposed separable beamforming method can produce 3-D images with high quality that are comparable to those generated by non-separable beamforming.
机译:三维超声成像由于其易用性和提高的诊断准确性而成为有前途的医学成像技术。但是,它的高计算复杂度和由此产生的高功耗使其无法在手持应用中使用。在本文中,我们提出了一种可分离的波束成形方法,该方法大大降低了计算复杂度。我们的方法基于以最小化由分解引起的均方根误差的方式分解延迟项。我们分析了由分解引起的近似误差与计算复杂度之间的折衷。然后,我们提出了Sonic Millip3De硬件加速器的增强功能,以实现超声波束成形以实现可分离的波束成形。使用针对45 nm的标准单元的硬件合成,我们证明了所提出的方法使我们能够将Sonic Millip3De帧速率从1-2 Hz提高到32 Hz,同时保持15 W的功耗。我们验证了使用囊肿方法的图像质量场II中的幻像仿真。我们的评估表明,所提出的可分离波束形成方法可以产生高质量的3D图像,可与不可分离的波束形成产生的图像相比。

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