DocumentCode :
3422533
Title :
Acoustic modeling by phoneme templates and modified one-pass DP decoding for continuous speech recognition
Author :
Ramasubramanian, V. ; Kulkarni, Kaustubh ; Kaemmerer, Bernhard
Author_Institution :
Prof. Speech Process.-India, Siemens Corp. Technol., Bangalore
fYear :
2008
fDate :
March 31 2008-April 4 2008
Firstpage :
4105
Lastpage :
4108
Abstract :
We propose a novel framework for continuous speech recognition (CSR) based on non-parametric acoustic modeling using multiple phoneme templates set in a modified one-pass DP decoding algorithm, in contrast to the conventional HMM acoustic models set in Viterbi decoding. We particularly emphasis the ´selectivity´ property of templates as set in the proposed modified one-pass DP decoding algorithm and explore various contextual definitions of the templates and their relative performances for a range of small vocabulary tasks with TIMIT database using only acoustic models. Based on this, we show that the proposed framework based on phoneme template modeling is a viable means for CSR with potential for interesting issues in acoustic modeling and decoding strategies, particularly in the paradigmatically novel framework of model-free CSR.
Keywords :
Viterbi decoding; hidden Markov models; speech coding; speech recognition; TIMIT database; Viterbi decoding; continuous speech recognition; conventional HMM acoustic models; model-free CSR; modified one-pass DP decoding algorithm; multiple phoneme templates set; nonparametric acoustic modeling; Context modeling; Decoding; Hidden Markov models; Impedance matching; Spatial databases; Speech processing; Speech recognition; Training data; Viterbi algorithm; Vocabulary; Continuous speech recognition; One-pass DP decoding; Phoneme template modeling;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Acoustics, Speech and Signal Processing, 2008. ICASSP 2008. IEEE International Conference on
Conference_Location :
Las Vegas, NV
ISSN :
1520-6149
Print_ISBN :
978-1-4244-1483-3
Electronic_ISBN :
1520-6149
Type :
conf
DOI :
10.1109/ICASSP.2008.4518557
Filename :
4518557
Link To Document :
بازگشت