DocumentCode :
294596
Title :
Improved speech modeling and recognition using multi-dimensional articulatory states as primitive speech units
Author :
Deng, L. ; Nu, J. ; Sameti, H.
Author_Institution :
Dept. of Electr. & Comput. Eng., Waterloo Univ., Ont., Canada
Volume :
1
fYear :
1995
fDate :
9-12 May 1995
Firstpage :
385
Abstract :
We provide a formal description of a speech recognizer designed on the basis of elaborate articulatory timing that a asynchronous across the multiple articulatory-feature dimensions. Three improved critical components of the recognizer are described in detail. Evaluation results, obtained from a standard TIMIT phonetic recognition task confined within the N-best rescoring scenario, are reported on comparative performances between the new feature-based recognizer and a recognizer using the conventional context-dependent triphone units. The results demonstrate an overall superior quality of the rescored N-best list from the feature-based recognizer over that from the triphone-based recognizer. Greater performance improvements are observed as the top number of candidate sentences increases
Keywords :
acoustic signal processing; speech processing; speech recognition; timing; N-best rescoring; TIMIT phonetic recognition; acoustic mapping; articulatory timing; context-dependent triphone units; evaluation results; feature-based recognizer; formal description; multidimensional articulatory states; multiple articulatory-feature dimensions; performance; primitive speech units; rescored N-best list; sentences; speech modeling; speech recognition; speech recognizer; Blades; Computational complexity; Context modeling; Hidden Markov models; Larynx; Marine vehicles; Neodymium; Speech analysis; Speech processing; Speech recognition; State-space methods; Testing; Timing; Tongue;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Acoustics, Speech, and Signal Processing, 1995. ICASSP-95., 1995 International Conference on
Conference_Location :
Detroit, MI
ISSN :
1520-6149
Print_ISBN :
0-7803-2431-5
Type :
conf
DOI :
10.1109/ICASSP.1995.479602
Filename :
479602
Link To Document :
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