DocumentCode
3018975
Title
Experiments in isolated digit recognition with a cochlear model
Author
Loeb, Eric P. ; Lyon, Richard F.
Author_Institution
Schlumberger Palo Alto Research, Palo Alto, CA
Volume
12
fYear
1987
fDate
31868
Firstpage
1131
Lastpage
1134
Abstract
We have conducted speaker-independent isolated digit recognition experiments using vector quantized cochleagrams. Without the use of time order information, we were able to achieve a recognition rate of 97.24%. With a modified Viterbi algorithm we achieved a rate of 98.38%. Since we achieved a 98.05% recognition rate with a scheme that did static pattern matching on the first and second time-halves of our utterances, we must call into question the effectiveness with which the Viterbi algorithm uses time order information. Our results also lead us to conclude that future progress may depend on our ability to construct more sophisticated vector quantizers.
Keywords
Code standards; Databases; Information resources; Pattern matching; Sampling methods; Statistics; Testing; Training data; Viterbi algorithm; Vocabulary;
fLanguage
English
Publisher
ieee
Conference_Titel
Acoustics, Speech, and Signal Processing, IEEE International Conference on ICASSP '87.
Type
conf
DOI
10.1109/ICASSP.1987.1169791
Filename
1169791
Link To Document