J Speech Lang Hear Res. 2014 Apr 1;57(2):S626-36. doi: 10.1044/2014_JSLHR-S-12-0208.
PURPOSE Accurate tissue motion tracking within the tongue can help professionals diagnose and treat vocal tract-related disorders, evaluate speech quality before and after surgery, and conduct various scientific studies. The authors compared tissue tracking results from 4 widely used deformable registration (DR) methods applied to cine magnetic resonance imaging (MRI) with harmonic phase (HARP)-based tracking applied to tagged MRI. METHOD Ten subjects repeated the phrase "a geese" multiple times while sagittal images of the head were collected at 26 Hz, first in a tagged MRI data set and then in a cine MRI data set. HARP tracked the motion of 8 specified tissue points in the tagged data set. Four DR methods including diffeomorphic demons and free-form deformations based on cubic B-spline with 3 different similarity measures were used to track the same 8 points in the cine MRI data set. Individual points were tracked and length changes of several muscles were calculated using the DR- and HARP-based tracking methods. RESULTS The results showed that the DR tracking errors were nonsystematic and varied in direction, amount, and timing across speakers and within speakers. Comparison of HARP and DR tracking with manual tracking showed better tracking results for HARP except at the tongue surface, where mistracking caused greater errors in HARP than DR. CONCLUSIONS Tissue point tracking using DR tracking methods contains nonsystematic tracking errors within and across subjects, making it less successful than tagged MRI tracking within the tongue. However, HARP sometimes mistracks points at the tongue surface of tagged MRI because of its limited bandpass filter and tag pattern fading, so that DR has better success measuring surface tissue points on cine MRI than HARP does. Therefore, a hybrid method is being explored.
在舌内进行准确的组织运动跟踪有助于专业人员诊断和治疗与声道相关的障碍,评估手术前后的语音质量,并进行各种科学研究。作者比较了 4 种广泛使用的变形配准(DR)方法和基于谐相位(HARP)的跟踪应用于电影磁共振成像(MRI)的组织跟踪结果。
10 名受试者在 26 Hz 下多次重复短语“a geese”,同时采集头部矢状图像,首先在标记 MRI 数据集,然后在电影 MRI 数据集。HARP 跟踪标记数据集中 8 个指定组织点的运动。4 种 DR 方法包括基于立方 B 样条的变形恶魔和自由形态变形,具有 3 种不同的相似性度量标准,用于跟踪电影 MRI 数据集中的相同 8 个点。使用 DR 和 HARP 跟踪方法对各个点进行跟踪,并计算几个肌肉的长度变化。
结果表明,DR 跟踪误差是无系统的,在说话者之间和说话者内部的方向、数量和时间上都有所不同。HARP 和 DR 与手动跟踪的比较表明,除了在舌面之外,HARP 的跟踪效果更好,而在舌面,DR 的跟踪误差大于 HARP。
使用 DR 跟踪方法的组织点跟踪在个体内和个体之间存在非系统性跟踪误差,使其在舌内的跟踪效果不如标记 MRI 跟踪。然而,由于其有限的带通滤波器和标记模式褪色,HARP 有时会误跟踪标记 MRI 舌面的点,因此 DR 在电影 MRI 上测量表面组织点的成功率优于 HARP。因此,正在探索一种混合方法。