Title :
Extraction of tongue contour in X-ray videos
Author :
Minghao Yang ; Jianhua Tao ; Dawei Zhang
Author_Institution :
Nat. Lab. of Pattern Recognition, Inst. of Autom., Beijing, China
Abstract :
In spite of the development of new image techniques, X-ray remains an important technique in studying speech production phenomena. In this study, we propose an automatic contour extraction method of tongue in X-ray videos. At first, we take a region gradient based edge-detector to find the initial boundary points. As X-ray is high noise image and tongue is frequently occluded by teeth, there are high ratio outliers in the initial boundary point set. To solve this problem, we propose a cluster based point-to-point distance ratio filter to remove the outliers, which greatly reduces the iteration times of later RANSAC and B-Spline approximation for the final boundary points. Our method is nearly full-automatic, and obtains tongue´s accurate contour. The experiments show that the proposed method could be an effective tool for tongue´s continuous motion analysis.
Keywords :
X-ray imaging; biological techniques; biology computing; biomechanics; edge detection; feature extraction; speech; splines (mathematics); video signal processing; B-spline approximation; RANSAC approximation; X-ray high noise image; X-ray videos; automatic contour extraction method; cluster based point to point distance ratio filter; high ratio outliers; initial boundary points; region gradient based edge detector; speech production phenomena; tongue continuous motion analysis; tongue contour extraction; Image edge detection; Production; Speech; Splines (mathematics); Tongue; Videos; X-ray imaging; RANSAC; X-ray detection; maxlikehood boundary estimation; outliers rejection;
Conference_Titel :
Acoustics, Speech and Signal Processing (ICASSP), 2013 IEEE International Conference on
Conference_Location :
Vancouver, BC
DOI :
10.1109/ICASSP.2013.6637819