Oriental Journal of Computer Science and Technology

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A Review on Text-Independent Speaker Verification Techniques in Realistic World


Affiliations
1 Department of Electrical Engineering, North Eastern Regional Institute of Science and Technology, Itanagar, Arunachal Pradesh 791109, India
2 Department of Computer Engineering, Rajiv Gandhi University, Rono Hills, Doimukh, Arunachal Pradesh, 791112, India
 

This paper presents a review of various speaker verification approaches in realistic world, and explore a combinational approach between Gaussian Mixture Model (GMM) and Support Vector Machine (SVM) as well as Gaussian Mixture Model (GMM) and Universal Background Model (UBM).

Keywords

Speaker Verification, Gaussian Mixture Model, Support Vector Machine, Universal Background Model, Likelihood-Ratio.
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  • A Review on Text-Independent Speaker Verification Techniques in Realistic World

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Authors

Renu Singh
Department of Electrical Engineering, North Eastern Regional Institute of Science and Technology, Itanagar, Arunachal Pradesh 791109, India
Arvind Kumar Singh
Department of Electrical Engineering, North Eastern Regional Institute of Science and Technology, Itanagar, Arunachal Pradesh 791109, India
Utpal Bhattacharjee
Department of Computer Engineering, Rajiv Gandhi University, Rono Hills, Doimukh, Arunachal Pradesh, 791112, India

Abstract


This paper presents a review of various speaker verification approaches in realistic world, and explore a combinational approach between Gaussian Mixture Model (GMM) and Support Vector Machine (SVM) as well as Gaussian Mixture Model (GMM) and Universal Background Model (UBM).

Keywords


Speaker Verification, Gaussian Mixture Model, Support Vector Machine, Universal Background Model, Likelihood-Ratio.