Unsupervised speaker adaptation based on the cosine similarity for text-independent speaker verification

Odyssey 2010: Speaker and Language Recognition Workshop

Volumn , Issue , 2010, Pages 76-82

  Shum, Stephen ^a   Dehak, Najim ^a   Dehak, Reda ^b   Glass, James R ^a  

^a MASSACHUSETTS INSTITUTE OF TECHNOLOGY   (United States)

^b EPITA RESEARCH AND DEVELOPMENT LABORATORY LRDE   (France)

Author keywords

[No Author keywords available]

Indexed keywords

ADAPTATION ALGORITHMS; COMPETITIVE PERFORMANCE; EFFICIENT COMPUTATION; PARAMETER CALCULATION; SPEAKER VERIFICATION; TEXT-INDEPENDENT SPEAKER VERIFICATION; TOTAL VARIABILITIES; UNSUPERVISED SPEAKER ADAPTATION;

SPEECH RECOGNITION;

EID: 85073098077     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (12)

1. Najim Dehak, Discriminative and Generative Approaches for Long- and Short-Term Speaker Characteristics Modeling: Application to Speaker Verification, Ph.D. thesis, Ecole de Technologie Superieure de Montreal, June 2009.
2. Najim Dehak, Patrick Kenny, Reda Dehak, Pierre Dumouchel, and Pierre Ouellet, “Front-end factor analysis for speaker verification,” IEEE Transactions on Audio, Speech, and Language Processing, 2009, Submitted.
3. Najim Dehak, Reda Dehak, James Glass, Douglas Reynolds, and Patrick Kenny, “Cosine similarity scoring without score normalization techniques,” in Odyssey, 2010, Submitted.
4. Patrick Kenny, Pierre Ouellet, Najim Dehak, Vishwa Gupta, and Pierre Dumouchel, “A study of inter-speaker variability in speaker verification,” IEEE Transactions on Audio, Speech, and Language Processing, July 2008.
5. Shou-Chun Yin, Richard Rose, and Patrick Kenny, “A joint factor analysis approach to progressive model adaptation in text-independent speaker verification,” IEEE Transactions on Audio, Speech, and Language Processing, July 2007.
6. “The nist year 2004 speaker recognition evaluation plan,” Online, January 2004, Available: http://www.itl.nist.gov/iad/mig/tests/spk/2004/SRE-04 evalplan-v1a.pdf.
7. Douglas Reynolds, Thomas Quatieri, and Robert Dunn, “Speaker verification using adapted gaussian mixture models,” Digital Signal Processing, 2000.
8. Patrick Kenny, Gilles Boulianne, and Pierre Dumouchel, “Eigenvoice modeling with sparse training data,” IEEE Transactions on Speech and Audio Processing, May 2005.
9. Andrew Hatch, Sachin Kajarekar, and Andreas Stolcke, “Within-class covariance normalization for svm-based speaker recognition,” in Proceedings of ICSLP, 2006.
10. Ondrej Glembek, Lukas Burget, Najim Dehak, Niko Brummer, and Patrick Kenny, “Comparison of scoring methods used in speaker recognition with joint factor analysis,” in Proceedings of the International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2009.
11. Roland Auckenthaler, Michael Carey, and Harvey Lloyd-Thomas, “Score normalization for text-independent speaker verification systems,” Digital Signal Processing, 2000.
12. Jason Pelecanos and Sridha Sridharan, “Feature warping for robust speaker verification,” in Proceedings of A Speaker Odyssey, June 2001.