Region Segmentation in the Frequency Domain Applied to Upper Airway Real-Time Magnetic Resonance Images

被引:87
作者
Bresch, Erik [1 ]
Narayanan, Shrikanth [1 ]
机构
[1] Univ So Calif, Dept Elect Engn, Los Angeles, CA 90089 USA
基金
美国国家卫生研究院;
关键词
Contour tracking; gradient vector flow; image segmentation; polygonal shapes; real-time magnetic resonance imaging (MRI); speech production; tract variables; upper airway; vocal tract; FOURIER-TRANSFORM;
D O I
10.1109/TMI.2008.928920
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
We describe a method for unsupervised region segmentation of an image using its spatial frequency domain representation. The algorithm was designed to process large sequences of real-time magnetic resonance (MR) images containing the 2-D midsagittal view of a human vocal tract airway. The segmentation algorithm uses an anatomically informed object model, whose fit to the observed image data is hierarchically optimized using a gradient descent procedure. The goal of the algorithm is to automatically extract the time-varying vocal tract outline and the position of the articulators to facilitate the study of the shaping of the vocal tract during speech production.
引用
收藏
页码:323 / 338
页数:16
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