Abstract
With the current advancements achieved in the area of speaker verification, a significant performance is obtained under sufficient data conditions. Whereas when there comes a constraint in the amount of speech data, it reflects directly on the performance. This paper presents initial speaker verification studies under variable duration test segments over a standard canned database and, then, studies for variable duration test segments over a database collected from a practical speaker verification system. The latter case helps to explore session variability issues and its impact on speaker verification. This information is used for remodeling of the enrolled speaker models, which in turn improves the system performance significantly.
This is a preview of subscription content, log in via an institution.
Buying options
Tax calculation will be finalised at checkout
Purchases are for personal use only
Learn about institutional subscriptionsReferences
Kinnunen, T., Li, H.: An overview of Text-Independent speaker recognition: from features to supervector. Speech Commun. 52(1), 12–40 (2010)
Dehak, N., Kenny, P., Dehak, R., Dumouchel, P., Ouellet, P.: Front-end factor analysis for speaker verification. IEEE Trans. Audio Speech Lang. Process. 19(4), 788–798 (2011)
Kanagasundaram, A., Vogt, R., Dean, D., Sridharan, S., Mason, M.: i-vector based speaker recognition on short utterances. In: Interspeech (2011)
Das, R.K., Abhiram, B., Prasanna, S.R.M., Ramakrishnan, A.G.: Combining source and system information for limited data speaker verification. In: Interspeech (2014)
The NIST Year 2003 Speaker Recognition Evaluation Plan. NIST. February 2003
Reynolds, D.A., Quatieri, T.F., Dunn, R.B.: Speaker verification using adapted Gaussian mixture models. Digit. Signal Process. 10(1–3), 1941 (2000)
Hatch, A.O., Kajarekar, S., Stolcke, A.: Within-class covariance normalization for SVM-based speaker recognition. In: Proceeding of ICSLP 2006, pp. 1471–1474 (2006)
Dey, S., Barman, S., Bhukya, R.K., Das, R.K., Haris B.C., Prasanna, S.R.M., Sinha, R.: Speech biometric based attendance system. In: National Conference on Communications (2014)
Auckenthaler, R., Carey, M., Lloyd-Thomas, H.: Score normalization for text-independent speaker verification systems. Digit. Signal Process. 10(13), 4254 (2000)
Acknowledgments
This work is part of the ongoing project on the development of “Speech based multi-level person authentication system” funded by the e-security division of Department of Electronics and Information Technology (DeitY), Government of India.
Author information
Authors and Affiliations
Corresponding author
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2015 Springer India
About this chapter
Cite this chapter
Das, R.K., Prasanna, S.R.M. (2015). Speaker Verification for Variable Duration Segments and the Effect of Session Variability. In: Bora, P., Prasanna, S., Sarma, K., Saikia, N. (eds) Advances in Communication and Computing. Lecture Notes in Electrical Engineering, vol 347. Springer, New Delhi. https://doi.org/10.1007/978-81-322-2464-8_16
Download citation
DOI: https://doi.org/10.1007/978-81-322-2464-8_16
Published:
Publisher Name: Springer, New Delhi
Print ISBN: 978-81-322-2463-1
Online ISBN: 978-81-322-2464-8
eBook Packages: EngineeringEngineering (R0)