arXiv:2602.12805physics.med-phcs.SD2026-02被引 2

用波场相关法优化声速估计,提升超声成像分辨率与对比度。

A Wavefield Correlation Approach to Improve Sound Speed Estimation in Ultrasound Autofocusing

  • 引入波场相关波束成形,更精准建模非均匀介质中波传播
  • 在模拟、体模和活体数据上降低声速估计误差,改善成像质量
  • 适合复杂临床场景下的超声成像,尤其对大声速变化区域有效

在脉冲回波超声中,若波束成形未考虑波前畸变,伪影会严重降低图像质量。过去十年发展了局部声速估计算法以校正分布性畸变。近期基于迭代优化的方法提升了声速估计精度,但受限于回波杂波及直线射线传播模型。为此,本文提出在声速优化中使用波场相关(WFC)波束成形。WFC是逆时偏移的超声适配版本,通过相关模拟正向传播发射波场与反向传播接收波场来重构图像,能更准确描述异质介质中的波传播,并因时空匹配滤波效应减少散斑杂波。本文采用自动微分软件实现WFC波束成形器,通过梯度下降优化带正则化的共中点相位聚焦准则估计声速图。该方法在多种含大幅声速变化与杂波的模拟、体模和活体数据上,与依赖延迟和求和(DAS)及直线射线时间延迟计算的旧方法进行比较。结果表明,使用WFC可降低声速估计误差,显著提升校正后图像的分辨率与对比度,对挑战性临床场景下的脉冲回波成像具有重要应用潜力。

原文摘要 · Abstract (English)

In pulse-echo ultrasound, aberration often degrades image quality when beamforming does not account for wavefront distortions. To address this issue, local sound speed estimators have been developed in the past decade for distributed aberration correction. Recently, methods based on iterative optimization have improved sound speed accuracy with respect to earlier approaches. However, the accuracy of these newer methods is limited by media with reverberation clutter and by the straight-ray model of wave propagation. To address these challenges, we propose using wavefield correlation (WFC) beamforming when performing sound speed optimization. WFC, an ultrasound adaptation of reverse time migration, correlates simulated forward-propagated transmit wavefields and backwards-propagated receive wavefields in order to reconstruct images. This process more accurately models wave propagation in heterogeneous media and can decrease diffuse clutter due to its spatiotemporal matched filtering effect. We implement herein a WFC beamformer using an auto-differentiation software and estimate the sound speed map by optimizing a regularized common-midpoint phase focusing criterion using gradient descent. This approach is compared to a previous method relying on delay and sum (DAS) with straight-ray time delay calculations on a variety of simulated, phantom, and in vivo data with large sound speed variations and clutter. Results show that using WFC decreases sound speed estimation error, leading to improvements in resolution and contrast in the corrected image. In particular, these promising results have potential to improve pulse-echo imaging for challenging clinical scenarios.

超声成像波场相关声速估计医学影像

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