TY - GEN
T1 - Phoneme modeling for speech recognition in Kannada using Hidden Markov Model
AU - Kannadaguli, Prashanth
AU - Thalengala, Ananthakrishna
N1 - Publisher Copyright:
© 2015 IEEE.
PY - 2015/4/21
Y1 - 2015/4/21
N2 - We build an automatic phoneme recognition system based on Hidden Markov Modeling (HMM) which is a Dynamic modeling scheme. Models were built by using Stochastic pattern recognition and Acoustic phonetic schemes to recognise phonemes. Since our native language is Kannada, a rich South Indian Language, we have used 15 Kannada phonemes to train and test these models. Since Mel - Frequency Cepstral Coefficients (MFCC) are well known Acoustic features of speech[1,2], we have used the same in speech feature extraction. Finally performance analysis of models in terms of Phoneme Error Rate (PER) justifies the fact that Dynamic modeling yields good results and can be used in developing Automatic Speech Recognition systems.
AB - We build an automatic phoneme recognition system based on Hidden Markov Modeling (HMM) which is a Dynamic modeling scheme. Models were built by using Stochastic pattern recognition and Acoustic phonetic schemes to recognise phonemes. Since our native language is Kannada, a rich South Indian Language, we have used 15 Kannada phonemes to train and test these models. Since Mel - Frequency Cepstral Coefficients (MFCC) are well known Acoustic features of speech[1,2], we have used the same in speech feature extraction. Finally performance analysis of models in terms of Phoneme Error Rate (PER) justifies the fact that Dynamic modeling yields good results and can be used in developing Automatic Speech Recognition systems.
UR - http://www.scopus.com/inward/record.url?scp=84937132865&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=84937132865&partnerID=8YFLogxK
U2 - 10.1109/SPICES.2015.7091382
DO - 10.1109/SPICES.2015.7091382
M3 - Conference contribution
AN - SCOPUS:84937132865
T3 - 2015 IEEE International Conference on Signal Processing, Informatics, Communication and Energy Systems, SPICES 2015
BT - 2015 IEEE International Conference on Signal Processing, Informatics, Communication and Energy Systems, SPICES 2015
A2 - Rangan, Suresh
A2 - Pathari, Vinod
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 2015 IEEE International Conference on Signal Processing, Informatics, Communication and Energy Systems, SPICES 2015
Y2 - 19 February 2015 through 21 February 2015
ER -