Fu Maojing, Barlaz Marissa S, Holtrop Joseph L, Perry Jamie L, Kuehn David P, Shosted Ryan K, Liang Zhi-Pei, Sutton Bradley P
Electrical and Computer Engineering, University of Illinois at Urbana-Champaign, Urbana, Illinois, USA.
Beckman Institute of Advanced Science and Technology, University of Illinois at Urbana-Champaign, Urbana, Illinois, USA.
Magn Reson Med. 2017 Apr;77(4):1619-1629. doi: 10.1002/mrm.26248. Epub 2016 Apr 21.
To achieve high temporal frame rate, high spatial resolution and full-vocal-tract coverage for three-dimensional dynamic speech MRI by using low-rank modeling and sparse sampling.
Three-dimensional dynamic speech MRI is enabled by integrating a novel data acquisition strategy and an image reconstruction method with the partial separability model: (a) a self-navigated sparse sampling strategy that accelerates data acquisition by collecting high-nominal-frame-rate cone navigator sand imaging data within a single repetition time, and (b) are construction method that recovers high-quality speech dynamics from sparse (k,t)-space data by enforcing joint low-rank and spatiotemporal total variation constraints.
The proposed method has been evaluated through in vivo experiments. A nominal temporal frame rate of 166 frames per second (defined based on a repetition time of 5.99 ms) was achieved for an imaging volume covering the entire vocal tract with a spatial resolution of 2.2 × 2.2 × 5.0 mm . Practical utility of the proposed method was demonstrated via both validation experiments and a phonetics investigation.
Three-dimensional dynamic speech imaging is possible with full-vocal-tract coverage, high spatial resolution and high nominal frame rate to provide dynamic speech data useful for phonetic studies. Magn Reson Med 77:1619-1629, 2017. © 2016 International Society for Magnetic Resonance in Medicine.
通过使用低秩建模和稀疏采样,实现用于三维动态语音磁共振成像(MRI)的高时间帧率、高空间分辨率和全声道覆盖。
通过将一种新颖的数据采集策略和一种与部分可分离模型相结合的图像重建方法整合在一起,实现三维动态语音MRI:(a)一种自导航稀疏采样策略,通过在单个重复时间内采集高标称帧率的锥形导航器数据和成像数据来加速数据采集;(b)一种重建方法,通过施加联合低秩和时空总变差约束,从稀疏的(k,t)空间数据中恢复高质量的语音动态信息。
所提出的方法已通过体内实验进行评估。对于覆盖整个声道的成像容积,实现了166帧每秒的标称时间帧率(基于5.99毫秒的重复时间定义),空间分辨率为2.2×2.2×5.0毫米。通过验证实验和语音学研究证明了所提出方法的实际效用。
可以实现具有全声道覆盖、高空间分辨率和高标称帧率的三维动态语音成像,以提供对语音学研究有用的动态语音数据。《磁共振医学》77:1619 - 1629, 2017。©2016国际磁共振医学学会。