TY - GEN
T1 - DUcoder-the Duisburg University LVCSR stackdecoder
AU - Willett, Daniel
AU - Neukirchen, Christoph
AU - Rigoll, Gerhard
N1 - Publisher Copyright:
© 2000 IEEE.
PY - 2000
Y1 - 2000
N2 - With this paper, we present the DUcoder, the LVCSR decoder developed at Duisburg University. The decoder performs the Viterbi search for the most probable word sequence in recognition systems that make use of HMMs and backoff N-gram language models. In principle, the decoding strategy is similar to the one of the so-called stackdecoders. During the development of the decoder, emphasis has been laid upon innovations for rapidly speeding up decoding by carefully performing approximations. Besides a brief presentation of the decoder's overall design, this paper points out the crucial issues with respect to speed and recognition performance. Evaluations are carried out on a German LVCSR system with a vocabulary of 100000 words, word-internal triphones and a trigram language model. Close-to-real-time performance is achieved with 12% additional error while a decoder configuration which runs in around 40 times real-time causes no search error on the evaluations set.
AB - With this paper, we present the DUcoder, the LVCSR decoder developed at Duisburg University. The decoder performs the Viterbi search for the most probable word sequence in recognition systems that make use of HMMs and backoff N-gram language models. In principle, the decoding strategy is similar to the one of the so-called stackdecoders. During the development of the decoder, emphasis has been laid upon innovations for rapidly speeding up decoding by carefully performing approximations. Besides a brief presentation of the decoder's overall design, this paper points out the crucial issues with respect to speed and recognition performance. Evaluations are carried out on a German LVCSR system with a vocabulary of 100000 words, word-internal triphones and a trigram language model. Close-to-real-time performance is achieved with 12% additional error while a decoder configuration which runs in around 40 times real-time causes no search error on the evaluations set.
UR - http://www.scopus.com/inward/record.url?scp=0033708110&partnerID=8YFLogxK
U2 - 10.1109/ICASSP.2000.861966
DO - 10.1109/ICASSP.2000.861966
M3 - Conference contribution
AN - SCOPUS:0033708110
T3 - ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings
SP - 1555
EP - 1558
BT - Speech Processing II
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 25th IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2000
Y2 - 5 June 2000 through 9 June 2000
ER -