TY - GEN
T1 - Accent classification in speech
AU - Deshpande, Shamalee
AU - Chikkerur, Sharat
AU - Govindaraju, Venu
PY - 2005
Y1 - 2005
N2 - Apart form the word content and identity of a speaker; speech also conveys information about several soft biometric traits such as accent and gender. Accurate classification of these features can have a direct impact on present speech systems, An accent specific dictionary or word models can be used to improve accuracy of speech recognition systems. Gender and accent information can also be used to improve the performance of speaker recognition systems, In this paper, we distinguish between standard American English and Indian Accented English using the second and third formant frequencies of specific accent markers. A GMM classification is used on the feature set for each accent group. The results show that using just the formant frequencies of these accent markers is sufficient to achieve a suitable classification for these two accent groups.
AB - Apart form the word content and identity of a speaker; speech also conveys information about several soft biometric traits such as accent and gender. Accurate classification of these features can have a direct impact on present speech systems, An accent specific dictionary or word models can be used to improve accuracy of speech recognition systems. Gender and accent information can also be used to improve the performance of speaker recognition systems, In this paper, we distinguish between standard American English and Indian Accented English using the second and third formant frequencies of specific accent markers. A GMM classification is used on the feature set for each accent group. The results show that using just the formant frequencies of these accent markers is sufficient to achieve a suitable classification for these two accent groups.
UR - https://www.scopus.com/pages/publications/33750965925
U2 - 10.1109/AUTOID.2005.10
DO - 10.1109/AUTOID.2005.10
M3 - Conference contribution
AN - SCOPUS:33750965925
SN - 0769524753
SN - 9780769524757
T3 - Proceedings - Fourth IEEE Workshop on Automatic Identification Advanced Technologies, AUTO ID 2005
SP - 139
EP - 143
BT - Proceedings - Fourth IEEE Workshop on Automatic Identification Advanced Technologies, AUTO ID 2005
T2 - 4th IEEE Workshop on Automatic Identification Advanced Technologies, AUTO ID 2005
Y2 - 17 October 2005 through 18 October 2005
ER -