Extraction and tracking of the tongue surface from ultrasound image sequences

This paper presents a system for automatic extraction and tracking of 2D contours of the tongue surfaces from digital ultrasound image sequences. The input to the system is provided by a Head and Transducer Support System (HATS), which is developed for use in ultrasound imaging of the tongue movement. We developed a novel active contour (snakes) model that uses several temporally adjacent images during the extraction of the tongue surface contour for an image frame. The user supplies an initial contour model for a single image frame in the whole sequence. Using optical flow and multi-resolution methods, this initial contour is then used to find the candidate contour points in the temporally immediate adjacent images. Subsequently, the new snake mechanism is applied to estimate optimal contours for each image frame using these candidate points. In turn, the extracted contours are used as models for the extraction process of new adjacent frames. Finally, the system uses a novel postprocessing technique to refine the positions of the contours. We tested the system on 11 different speech sequences, each containing about 25 images. Visual inspection of the detected contours by the speech experts shows that the results are very promising and this system can be effectively employed in speech and swallowing research.

[1]  Alan L. Yuille,et al.  Determining The Optimal Weights In Multiple Objective Function Optimization , 1988, [1988 Proceedings] Second International Conference on Computer Vision.

[2]  M Unser,et al.  Automated detection of the tongue surface in sequences of ultrasound images. , 1992, The Journal of the Acoustical Society of America.

[3]  Marie-Odile Berger,et al.  Extraction of tongue contours in X-ray images with minimal user interaction , 1996, Proceeding of Fourth International Conference on Spoken Language Processing. ICSLP '96.

[4]  Ramesh C. Jain,et al.  Using Dynamic Programming for Solving Variational Problems in Vision , 1990, IEEE Trans. Pattern Anal. Mach. Intell..

[5]  M Stone,et al.  A head and transducer support system for making ultrasound images of tongue/jaw movement. , 1995, The Journal of the Acoustical Society of America.

[6]  Roland T. Chin,et al.  Deformable contours: modeling and extraction , 1994, 1994 Proceedings of IEEE Conference on Computer Vision and Pattern Recognition.

[7]  Steve R. Gunn,et al.  A Robust Snake Implementation; A Dual Active Contour , 1997, IEEE Trans. Pattern Anal. Mach. Intell..