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Effect of Speech Rate on the Speech Recognition Accuracy:A Review


Affiliations
1 Department of Computer Science and Engineering, College of Engineering, Sri Venkateswara University, Tirupathi, India
2 Department of CIS, University of Hyderabad, Hyderabad, India
     

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Humans can understand different speaking styles and peaking rates (Normal, Fast and Slow) of speech, but for the computers it is difficult task to recognize the speech accurately. Many variations such as co-articulation, physiology of speaker's formant frequencies between speaker vocal tracts will affect the accuracy of speech recognition. In this review, it focuses on variations with in the acoustic signal that makes speech recognition task difficult. In this survey, more research works was summarized relating to the effect of speech rate in speech recognition accuracy. In this the features which mainly affect the recognition accuracy and the different techniques for improving the speech recognition accuracy are discussed in the proposed research activities. In order to get better accuracy for the speech recognition, the role of pronunciation dictionary is also discussed. It can be used as a source of reference material.

Keywords

Pronunciation Dictionary, Pronunciation Variation, Speech Rate, Speech Recognition and Speech Rate Normalization.
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  • Effect of Speech Rate on the Speech Recognition Accuracy:A Review

Abstract Views: 160  |  PDF Views: 4

Authors

N. Usha Rani
Department of Computer Science and Engineering, College of Engineering, Sri Venkateswara University, Tirupathi, India
P. N. Girija
Department of CIS, University of Hyderabad, Hyderabad, India

Abstract


Humans can understand different speaking styles and peaking rates (Normal, Fast and Slow) of speech, but for the computers it is difficult task to recognize the speech accurately. Many variations such as co-articulation, physiology of speaker's formant frequencies between speaker vocal tracts will affect the accuracy of speech recognition. In this review, it focuses on variations with in the acoustic signal that makes speech recognition task difficult. In this survey, more research works was summarized relating to the effect of speech rate in speech recognition accuracy. In this the features which mainly affect the recognition accuracy and the different techniques for improving the speech recognition accuracy are discussed in the proposed research activities. In order to get better accuracy for the speech recognition, the role of pronunciation dictionary is also discussed. It can be used as a source of reference material.

Keywords


Pronunciation Dictionary, Pronunciation Variation, Speech Rate, Speech Recognition and Speech Rate Normalization.