New cosine similarity scorings to implement gender-independent speaker verification

Proceedings of the Annual Conference of the International Speech Communication Association, INTERSPEECH

Volumn , Issue , 2013, Pages 2773-2777

  Senoussaoui, Mohammed ^a,b   Kenny, Patrick ^b   Dumouchel, Pierre ^a   Dehak, Najim ^c  

^a ÉCOLE DE TECHNOLOGIE SUPÉRIEURE   (Canada)

^b Cent de Recherche Informatique de Montreal   (Canada)

^c MASSACHUSETTS INSTITUTE OF TECHNOLOGY   (United States)

Author keywords

Cosine similarity; Genderindependent; I vector; Speaker verification

Indexed keywords

FACE RECOGNITION; SOCIAL SCIENCES;

COSINE SIMILARITY; GENDERINDEPENDENT; I VECTORS; LOSS OF ACCURACY; NATURAL EXTENSION; PROBABILISTIC LINEAR DISCRIMINANT ANALYSIS; SPEAKER VERIFICATION; SPEAKER VERIFICATION SYSTEM;

SPEECH RECOGNITION;

EID: 84906218938     PISSN: 2308457X     EISSN: 19909772     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (8)

1. M. Senoussaoui, P. Kenny, N. Brummer, E. de Villiers and P. Dumouchel, "Mixture of PLDA Models in I-Vector Space for Gender-Independent Speaker Recognition, " in Proceedings of Interspeech, Florence, Italy, Aug. 2011.
2. A.F. Martin and C.S. Greenberg, "NIST 2008 speaker recognition evaluation: Performance across telephone and room microphone channels, " in Proceedings of Interspeech, Brighton, UK, Sep. 2009, pp. 2579-2582.
3. L. Burget et al., "Robust speaker recognition over varying channels, " in Johns Hopkins University CLSP Summer Workshop Report, 2008, online: http://www.clsp.jhu.edu/workshops/ws08/documents/jhu-report-main.pdf.
4. N. Dehak, R. Dehak, P. Kenny, N. Brummer, P. Ouellet, and P. Dumouchel, "Support vector machines versus fast scoring in the low-dimensional total variability space for speaker verification, " in Proceedings of Interspeech, Brighton, UK, Sep. 2009, pp. 1559-1562.
5. N. Dehak, P. Kenny, R. Dehak, P. Dumouchel, and P. Ouellet, "Front-end factor analysis for speaker verification, " 2011, in IEEE Transactions on Audio, Speech and Language Processing, 16(5), pp. 980-988.
6. P. Kenny, "Bayesian speaker verification with heavy tailed priors, " in Proceedings of the Odyssey Speaker and Language Recognition Workshop, Brno, Czech Republic, Jun. 2010.
7. D. Garcia-Romero, "Analysis of i-vector length normalization in speaker recognition systems, " in Proceedings of Interspeech, Florence, Italy, Aug. 2011.
8. N. Dehak, R. Dehak, J. Glass, D. Reynolds, and P. Kenny, "Cosine Similarity Scoring without Score Normalization Techniques, " Proc. IEEE Odyssey Workshop, Brno, Czech Republic, June 2010.