Development & evaluation of different acoustic models for Malayalam continuous speech recognition


Autoria(s): Kannan, Balakrishnan; Cini, Kurian
Data(s)

22/07/2014

22/07/2014

2011

Resumo

Performance of any continuous speech recognition system is dependent on the accuracy of its acoustic model. Hence, preparation of a robust and accurate acoustic model lead to satisfactory recognition performance for a speech recognizer. In acoustic modeling of phonetic unit, context information is of prime importance as the phonemes are found to vary according to the place of occurrence in a word. In this paper we compare and evaluate the effect of context dependent tied (CD tied) models, context dependent (CD) and context independent (CI) models in the perspective of continuous speech recognition of Malayalam language. The database for the speech recognition system has utterance from 21 speakers including 11 female and 10 males. Our evaluation results show that CD tied models outperforms CI models over 21%.

Procedia Engineering,vol 30,pp 1081-1088

cochin University of science and Technology

Identificador

http://dyuthi.cusat.ac.in/purl/4211

Idioma(s)

en

Publicador

Elsevier

Palavras-Chave #Speech recogntion #HMM #MFCC #acoustic modelling
Tipo

Article