通过多频耦合与全核变异增强超声衰减图像。

IF 2.1 2区 物理与天体物理 Q2 ACOUSTICS
Edmundo A Miranda, Adrian Basarab, Roberto Lavarello
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引用次数: 0

摘要

定量超声是一种非侵入性图像模式,它利用声学参数(如衰减系数斜率)对组织进行数字表征,用于医学诊断。之前的一项研究引入了总变异频谱对数差(TVSLD)方法,该方法在单通道基础上对频谱对数比进行去噪,而没有通道间耦合。因此,这项工作提出了一个多频联合框架,通过利用光谱比之间的结构相似性来耦合各频率通道的信息,从而提高衰减图像的质量。研究考虑了基于总核变异(TNV)的修改。通过模拟和实验模型以及两个活体乳腺纤维腺瘤样本,将指标与 TVSLD 方法进行了比较。TNV 表现出更优越的性能,可生成衰减系数斜率图,边界伪影更少,误差更稳定。在对比度-噪声比增强方面,与 TVSLD 相比,TNV 方法在模拟中平均提高了 34%,在实验模型中平均提高了 38%,在两个活体乳腺组织样本中平均提高了 89%,显示出增强视觉清晰度和衰减图像描述的潜力。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Enhancing ultrasonic attenuation images through multi-frequency coupling with total nuclear variation.

Quantitative ultrasound is a non-invasive image modality that numerically characterizes tissues for medical diagnosis using acoustical parameters, such as the attenuation coefficient slope. A previous study introduced the total variation spectral log difference (TVSLD) method, which denoises spectral log ratios on a single-channel basis without inter-channel coupling. Therefore, this work proposes a multi-frequency joint framework by coupling information across frequency channels exploiting structural similarities among the spectral ratios to increase the quality of the attenuation images. A modification based on the total nuclear variation (TNV) was considered. Metrics were compared to the TVSLD method with simulated and experimental phantoms and two samples of fibroadenoma in vivo breast tissue. The TNV demonstrated superior performance, yielding enhanced attenuation coefficient slope maps with fewer artifacts at boundaries and a stable error. In terms of the contrast-to-noise ratio enhancement, the TNV approach obtained an average percentage improvement of 34% in simulation, 38% in the experimental phantom, and 89% in two in vivo breast tissue samples compared to TVSLD, showing potential to enhance visual clarity and depiction of attenuation images.

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来源期刊
CiteScore
4.60
自引率
16.70%
发文量
1433
审稿时长
4.7 months
期刊介绍: Since 1929 The Journal of the Acoustical Society of America has been the leading source of theoretical and experimental research results in the broad interdisciplinary study of sound. Subject coverage includes: linear and nonlinear acoustics; aeroacoustics, underwater sound and acoustical oceanography; ultrasonics and quantum acoustics; architectural and structural acoustics and vibration; speech, music and noise; psychology and physiology of hearing; engineering acoustics, transduction; bioacoustics, animal bioacoustics.
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