Title :
Resolving non-uniqueness in the acoustic-to-articulatory mapping
Author :
Ananthakrishnan, G. ; Engwall, Olov
Author_Institution :
Centre for Speech Technol., KTH (R. Inst. of Technol.), Stockholm, Sweden
Abstract :
This paper studies the role of non-uniqueness in the Acoustic-to-Articulatory Inversion. It is generally believed that applying continuity constraints to the estimates of the articulatory parameters can resolve the problem of non-uniqueness. This paper tries to find out whether all instances of non-uniqueness can be resolved using continuity constraints. The investigation reveals that applying continuity constraints provides the best estimate in roughly around 50 to 53% of the non-unique mappings. Roughly around 8 to 13% of the non-unique mappings are best estimated by choosing discontinuous paths along the hypothetical high probability estimates of articulatory trajectories.
Keywords :
speech processing; acoustic-to-articulatory inversion; acoustic-to-articulatory mapping; hypothetical high probability estimates; Coils; Humans; Mel frequency cepstral coefficient; Speech; Tongue; Trajectory; Conditional Probability Distribution; Continuity constraints;
Conference_Titel :
Acoustics, Speech and Signal Processing (ICASSP), 2011 IEEE International Conference on
Conference_Location :
Prague
Print_ISBN :
978-1-4577-0538-0
Electronic_ISBN :
1520-6149
DOI :
10.1109/ICASSP.2011.5947386