Automatic extraction and tracking of the tongue contours

被引:68
作者
Akgul, YS
Kambhamettu, C [1 ]
Stone, M
机构
[1] Univ Delaware, Dept Comp & Informat Sci, Video Image Modeling & Synth Lab, Newark, DE 19716 USA
[2] Univ Maryland, Sch Med, Div Otolaryngol, Baltimore, MD 21201 USA
关键词
deformable contours; tongue modeling; tongue motion;
D O I
10.1109/42.811315
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Computerized analysis of the tongue surface movement can provide valuable information to speech and swallowing research. Ultrasound technology is currently the most attractive modality for the tongue imaging mainly because of its high video frame rate. However, problems with ultrasound imaging, such as noise and echo artifacts, refractions, and unrelated reflections pose significant challenges for computer analysis of the tongue images and hence specific methods must be developed. This paper presents a system that is developed for automatic extraction and tracking of the tongue surface movements from ultrasound image sequences. The ultrasound images are supplied by the head and transducer support system (HATS), which was developed in order to fix the head and support the transducer under the chin in a known position without disturbing speech, In this work, we propose a novel scheme for the analysis of the tongue images using deformable contours. We incorporate novel mechanisms to 1) impose speech related constraints on the deformations; 2) perform spatiotemporal smoothing using a contour postprocessing stage; 3) utilize optical flow techniques to speedup the search process; and 4) propagate user supplied information to the analysis of all image frames. We tested the system's performance qualitatively and quantitatively in consultation with speech scientists. Our system produced contours that are within the range of manual measurement variations. The results of our system are extremely encouraging and the system can be used in practical speech and swallowing research in the field of otolaryngology.
引用
收藏
页码:1035 / 1045
页数:11
相关论文
共 29 条
[1]   Automatic motion analysis of the tongue surface from ultrasound image sequences [J].
Akgul, YS ;
Kambhamettu, C ;
Stone, M .
WORKSHOP ON BIOMEDICAL IMAGE ANALYSIS, PROCEEDINGS, 1998, :126-132
[2]   Extraction and tracking of the tongue surface from ultrasound image sequences [J].
Akgul, YS ;
Kambhamettu, C ;
Stone, M .
1998 IEEE COMPUTER SOCIETY CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION, PROCEEDINGS, 1998, :298-303
[3]   USING DYNAMIC-PROGRAMMING FOR SOLVING VARIATIONAL-PROBLEMS IN VISION [J].
AMINI, AA ;
WEYMOUTH, TE ;
JAIN, RC .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1990, 12 (09) :855-867
[4]   Application of active contours for photochromic tracer flow extraction [J].
Androutsos, D ;
Trahanias, PE ;
Venetsanopoulos, AN .
IEEE TRANSACTIONS ON MEDICAL IMAGING, 1997, 16 (03) :284-293
[5]  
[Anonymous], 1976, PHONETICS PRINCIPLES
[6]  
AYACHE N, 1992, ACTIVE VISION, P285
[7]   Automatic 3D reconstruction of the beating left ventricle using transthoracic echographic images [J].
Berger, MO ;
Maurice, N ;
Winterfeldt, G ;
Lethor, JP .
COMPUTERS IN CARDIOLOGY 1998, VOL 25, 1998, 25 :641-644
[8]  
BLAKE A., 1998, Active Contours
[9]  
CALVERT DR, 1980, DESCRIPTIVE PHONETIC
[10]   A methodology for evaluation of boundary detection algorithms on medical images [J].
Chalana, V ;
Kim, YM .
IEEE TRANSACTIONS ON MEDICAL IMAGING, 1997, 16 (05) :642-652