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
fDate :
March 31 2008-April 4 2008
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;
Conference_Titel :
Acoustics, Speech and Signal Processing, 2008. ICASSP 2008. IEEE International Conference on
Conference_Location :
Las Vegas, NV
Print_ISBN :
978-1-4244-1483-3
Electronic_ISBN :
1520-6149
DOI :
10.1109/ICASSP.2008.4518061