Title :
Tongue Contour Reconstruction from Optical and Electrical Palatography
Author :
Mumtaz, Rafia ; Preuss, Simon ; Neuschaefer-Rube, Christiane ; Hey, Christiane ; Sader, Robert ; Birkholz, Peter
Author_Institution :
Dept. for Phoniatrics, Pedaudiology & Commun. Disorders, RWTH Aachen Univ., Aachen, Germany
Abstract :
Tongue shape reconstruction based on safe and convenient measurement techniques is of great interest for speech research and speech therapy. Two potentially useful and related measurement techniques for this purpose are electropalatography (EPG) and optopalatography (OPG). While EPG measures the time-varying contact pattern between the hard palate and the tongue, OPG measures distances between the two. Here, we examined the potential of EPG, OPG, and their combination for predicting the whole tongue contour using a multiple linear regression model. The model was trained and tested with tongue shapes and virtual sensor data obtained from Magnetic Resonance Images of sustained articulations of two speakers. When the model was trained and tested with the same speaker, the error of tongue contour reconstruction was significantly lower for predictions based on OPG data than for predictions based on EPG data. When the model was trained with one speaker and tested with the other, the error pattern was less consistent and the overall error was higher. Hence, especially OPG is well suited for tongue contour prediction, but an adaptation method is needed to transfer the model to a new speaker.
Keywords :
bioelectric potentials; biological organs; biological tissues; biomedical MRI; biomedical optical imaging; distance measurement; error analysis; image reconstruction; medical image processing; regression analysis; speech; virtual instrumentation; EPG; OPG; adaptation method; electrical palatography; electropalatography; error pattern; hard palate-tongue distance measurement; magnetic resonance images; multiple linear regression model; optical palatography; optopalatography; speech research; speech therapy; sustained articulations; time-varying contact pattern measurement; tongue contour prediction; tongue contour reconstruction error; tongue shape reconstruction; virtual sensor data; Electrodes; Magnetic resonance imaging; Optical variables measurement; Predictive models; Shape; Speech; Tongue; Electropalatography; magnetic resonance imaging; multiple linear regression; optopalatography;
Journal_Title :
Signal Processing Letters, IEEE
DOI :
10.1109/LSP.2014.2312456