DocumentCode
3413147
Title
Short-time Viterbi for online HMM decoding: Evaluation on a real-time phone recognition task
Author
Bloit, Julien ; Rodet, Xavier
Author_Institution
Ircam, CNRS, Paris
fYear
2008
fDate
March 31 2008-April 4 2008
Firstpage
2121
Lastpage
2124
Abstract
In this paper we present the implementation of an online HMM decoding process. The algorithm derives an online version of the Viterbi algorithm on successive variable length windows, iteratively storing portions of the optimal state path. We explicit the relation between the hidden layer´s topology and the applicability and performance prediction of the algorithm. We evaluate the validity and performance of the algorithm on a phone recognition task on a database of continuous speech from a native French speaker. We specifically study the latency-accuracy performance of the algorithm.
Keywords
Viterbi decoding; hidden Markov models; speech coding; speech recognition; Viterbi algorithm; continuous speech database; hidden layer topology; latency-accuracy performance; online HMM decoding; real-time phone recognition task; Databases; Delay; Hidden Markov models; Iterative algorithms; Iterative decoding; Prediction algorithms; Speech analysis; Speech recognition; Topology; Viterbi algorithm; Hidden Markov models; Phone recognition; Real time systems; Viterbi decoding;
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.2008.4518061
Filename
4518061
Link To Document