DocumentCode
2246986
Title
Speechreading using shape and intensity information
Author
Luettin, Juergen ; Thacker, N.A. ; Beet, S.W.
Author_Institution
Dept. of Electron. & Electr. Eng., Sheffield Univ., UK
Volume
1
fYear
1996
fDate
3-6 Oct 1996
Firstpage
58
Abstract
We describe a speechreading system that uses both shape information from the lip contours and intensity information from the mouth area. Shape information is obtained by tracking and parameterizing the inner and outer lip boundary in an image sequence. Intensity information is extracted from a grey level model, based on principal component analysis. In comparison to other approaches, the intensity area deforms with the shape model to ensure that similar object features are represented after non-rigid deformation of the lips. We describe speaker independent recognition experiments based on these features and hidden Markov models. Preliminary results suggest that similar performance can be achieved by using either shape or intensity information and slightly higher performance by their combined use
Keywords
edge detection; feature extraction; hidden Markov models; image sequences; performance evaluation; speech recognition; statistical analysis; boundary tracking; grey level model; hidden Markov models; image sequence; intensity information; lip contours; mouth; nonrigid deformation; object features; performance; principal component analysis; shape information; speaker independent recognition experiments; speechreading system; Active shape model; Data mining; Deformable models; Hidden Markov models; Lips; Mouth; Principal component analysis; Speech recognition; Teeth; Tongue;
fLanguage
English
Publisher
ieee
Conference_Titel
Spoken Language, 1996. ICSLP 96. Proceedings., Fourth International Conference on
Conference_Location
Philadelphia, PA
Print_ISBN
0-7803-3555-4
Type
conf
DOI
10.1109/ICSLP.1996.607024
Filename
607024
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