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皮质骨和软组织的定量声速成像:观察数据集结果。

Quantitative Sound Speed Imaging of Cortical Bone and Soft Tissue: Results From Observational Data Sets.

出版信息

IEEE Trans Med Imaging. 2022 Mar;41(3):502-514. doi: 10.1109/TMI.2021.3115790. Epub 2022 Mar 2.

Abstract

This work presents the first quantitative ultrasonic sound speed images of ex vivo limb cross-sections containing both soft tissue and bone using Full Waveform Inversion (FWI) with level set (LS) and travel time regularization. The estimated bulk sound speed of bone and soft tissue are within 10% and 1%, respectively, of ground truth estimates. The sound speed imagery shows muscle, connective tissue and bone features. Typically, ultrasound tomography (UST) using FWI is applied to imaging breast tissue properties (e.g. sound speed and density) that correlate with cancer. With further development, UST systems have the potential to deliver volumetric operator independent tissue property images of limbs with non-ionizing and portable hardware platforms. This work addresses the algorithmic challenges of imaging the sound speed of bone and soft tissue by combining FWI with LS regularization and travel time methods to recover soft tissue and bone sound speed with improved accuracy and reduced soft tissue artifacts when compared to conventional FWI. The value of leveraging LS and travel time methods is realized by evidence of improved bone geometry estimates as well as promising convergence properties and reduced risk of final model errors due to un-modeled shear wave propagation. Ex vivo bulk measurements of sound speed and MRI cross-sections validates the final inversion results.

摘要

本工作使用全波形反演(FWI)结合水平集(LS)和走时正则化方法,首次对包含软组织和骨骼的离体肢体横截面进行了定量超声声速成像。估计的骨和软组织的体声速分别在真值估计值的 10%和 1%以内。声速图像显示了肌肉、结缔组织和骨骼特征。通常,使用 FWI 的超声断层成像(UST)应用于成像与癌症相关的乳房组织特性(例如声速和密度)。随着进一步的发展,UST 系统有可能提供非电离和便携式硬件平台的肢体体积操作员独立组织特性图像。本工作通过将 FWI 与 LS 正则化和走时方法相结合,解决了成像骨和软组织声速的算法挑战,与传统的 FWI 相比,该方法可以提高软组织和骨声速的准确性,并减少软组织伪影。利用 LS 和走时方法的价值在于,通过改进的骨几何形状估计以及有希望的收敛特性和减少由于未建模剪切波传播导致的最终模型误差的风险得到了证明。离体体声速和 MRI 横截面的批量测量验证了最终的反演结果。

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