SAS: A speaker verification spoofing database containing diverse attacks

ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings

Volumn 2015-August, Issue , 2015, Pages 4440-4444

  Wu, Zhizheng ^a   Khodabakhsh, Ali ^b   Demiroglu, Cenk ^b   Yamagishi, Junichi ^a,c   Saito, Daisuke ^d   Toda, Tomoki ^e   King, Simon ^a  

^a UNIVERSITY OF EDINBURGH   (United Kingdom)

^b OZYEGIN UNIVERSITY   (Turkey)

^c NATIONAL INSTITUTE OF INFORMATICS   (Japan)

^d UNIVERSITY OF TOKYO   (Japan)

^e NARA INSTITUTE OF SCIENCE AND TECHNOLOGY   (Japan)

Author keywords

Database; security; speaker verification; speech synthesis; spoofing attack; voice conversion

Indexed keywords

DATABASE SYSTEMS; SPEECH COMMUNICATION; SPEECH PROCESSING; SPEECH RECOGNITION; SPEECH SYNTHESIS;

ANTI-SPOOFING; SECURITY; SPEAKER VERIFICATION; SPOOFING ATTACKS; TWO-STATE; VOICE CONVERSION;

AUDIO SIGNAL PROCESSING;

EID: 84946070918     PISSN: 15206149     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICASSP.2015.7178810     Document Type: Conference Paper

References (42)

1. Kong Aik Lee, Bin Ma, and Haizhou Li, Speaker verification makes its debut in smartphone, in IEEE Signal Processing Society Speech and language Technical Committee Newsletter, 2013
2. N. Evans, T. Kinnunen, J. Yamagishi, Z. Wu, F. Alegre, and P. DeLeon, Speaker recognition anti-spoofing, in Handbook of biometric anti-spoofing, S. Marcel, S. Z. Li, and M. Nixon, Eds. Springer, 2014
3. Zhizheng Wu, Nicholas Evans, Tomi Kinnunen, Junichi Yamgishi, Federico Alegre, and Haizhou Li, Spoofing and countermeasures for speaker verification: a survey, Speech Communication, vol. 66, pp. 130-153, 2015
4. Zhizheng Wu and Haizhou Li, Voice conversion versus speaker verification: an overview, APSIPA Transactions on Signal and Information Processing, vol. 3, 2014
5. Yee Wah Lau, Michael Wagner, and Dat Tran, Vulnerability of speaker verification to voice mimicking, in Proc. Int. Symposium on Intelligent Multimedia, Video and Speech Processing, 2004
6. R. Gonzalez Hautamäki, T. Kinnunen, V. Hautamäki, T. Leino, and A.-M. Laukkanen, I-vectors meet imitators: on vulnerability of speaker verification systems against voice mimicry, in Proc. Interspeech, 2013
7. Zhizheng Wu, Sheng Gao, Eng Siong Chng, and Haizhou Li, A study on replay attack and anti-spoofing for text-dependent speaker verification, in Proc. Asia-Pacific Signal Information Processing Association Annual Summit and Conference (APSIPA ASC), 2014
8. Phillip L Leon, Michael Pucher, and Junichi Yamagishi, Evaluation of the vulnerability of speaker verification to synthetic speech, in Proc. Odyssey: the Speaker and Language Recognition Workshop, 2010
9. P. L. Leon, M. Pucher, J. Yamagishi, I. Hernaez, and I. Saratxaga, Evaluation of speaker verification security and detection of HMM-based synthetic speech, IEEE Trans. Audio, Speech and Language Processing, vol. 20, no. 8, pp. 2280-2290, 2012
10. Jean-François Bonastre, Driss Matrouf, and Corinne Fredouille, Artificial impostor voice transformation effects on false acceptance rates, in Proc. Interspeech, 2007
11. Tomi Kinnunen, Zhi-Zheng Wu, Kong Aik Lee, Filip Sedlak, Eng Siong Chng, and Haizhou Li, Vulnerability of speaker verification systems against voice conversion spoofing attacks: The case of telephone speech, in Proc. IEEE Int. Conf. on Acoustics, Speech, and Signal Processing (ICASSP), 2012
12. Zhizheng Wu, Tomi Kinnunen, Eng Siong Chng, Haizhou Li, and Eliathamby Ambikairajah, A study on spoofing attack in state-of-The-art speaker verification: the telephone speech case, in Proc. Asia-Pacific Signal Information Processing Association Annual Summit and Conference (APSIPA ASC), 2012
13. Federico Alegre, Ravichander Vipperla, Nicholas Evans, et al., Spoofing countermeasures for the protection of automatic speaker recognition systems against attacks with artificial signals, in Proc. Interspeech, 2012
14. Zvi Kons and Hagai Aronowitz, Voice transformation-based spoofing of textdependent speaker verification systems, in Proc. Interspeech, 2013
15. Nicholas W D Evans, Junichi Yamagishi, and Tomi Kinnunen, Spoofing and countermeasures for speaker verification: a need for standard corpora, protocols and metrics, in IEEE Signal Processing Society Speech and language Technical Committee Newsletter, 2013
16. J. P. Campbell Jr, Testing with the yoho cd-rom voice verification corpus, in Proc. IEEE Int. Conf. on Acoustics, Speech, and Signal Processing (ICASSP), 1995
17. Federico Alegre, Asmaa Amehraye, and Nicholas Evans, A one-class classification approach to generalised speaker verification spoofing countermeasures using local binary patterns, in Proc. Int. Conf. on Biometrics: Theory, Applications and Systems (BTAS), 2013
18. Zhizheng Wu, Anthony Larcher, Kong Aik Lee, Eng Siong Chng, Tomi Kinnunen, and Haizhou Li, Vulnerability evaluation of speaker verification under voice conversion spoofing: the effect of text constraints, in Proc. Interspeech, 2013
19. A. Larcher, K. A. Lee, B. Ma, and H. Li, Text-dependent speaker verification: Classifiers, databases and RSR2015, Speech Communication, vol. 60, pp. 56-77, 2014
20. H. Zen, K. Tokuda, and A. W. Black, Statistical parametric speech synthesis, Speech Communication, vol. 51, no. 11, pp. 1039-1064, 2009
21. H. Zen, T. Nose, J. Yamagishi, S. Sako, and K. Tokuda, The HMM-based speech synthesis system (HTS) version 2.0, in Proceedings of Sixth ISCA Workshop on Speech Synthesis, Aug. 2007, pp. 294-299
22. K. Tokuda, H. Zen, J. Yamagishi, T. Masuko, S. Sako, A.B. Black, and T. Nose, The HMM-based speech synthesis system (HTS) Version 2.2, 2011, http://hts.sp.nitech.ac.jp
23. H. Kawahara, I. Masuda-Katsuse, and A. Cheveigné, Restructuring speech representations using a pitch-adaptive time-frequency smoothing and an instantaneousfrequency-based F0 extraction: possible role of a repetitive structure in sounds, Speech Commun., vol. 27, pp. 187-207, 1999
24. J. Yamagishi and O. Watts, The CSTR/EMIME HTS system for Blizzard Challenge 2010, in Proc. Blizzard Challenge 2010, Kyoto, Japan, Sept. 2010
25. H. Zen, K. Tokuda, T. Masuko, T. Kobayashi, and T. Kitamura, A hidden semi-Markov model-based speech synthesis system, IEICE Trans. Inf. &Syst., vol. E90-D, no. 5, pp. 825-834, May 2007
26. Christophe Veaux, Junichi Yamagishi, and Simon King, The voice bank corpus: Design, collection and data analysis of a large regional accent speech database, in Proc. Int. Conf. Oriental COCOSDA, 2013
27. Shinji Watanabe, Atsushi Nakamura, and Biing-Hwang(Fred) Juang, Structural Bayesian linear regression for hidden markov models, Journal of Signal Processing Systems, vol. 74, no. 3, pp. 341-358, 2014
28. T. Toda and K. Tokuda, A speech parameter generation algorithm considering global variance for HMM-based speech synthesis, IEICE Trans. Inf. &Syst., vol. E90-D, no. 5, pp. 816-824, May 2007
29. E. Moulines and F. Charpentier, Pitch-synchronous waveform processing techniques for text-to-speech synthesis using diphones, Speech Commun., vol. 9, no. 5-6, pp. 453-468, 1990
30. T. Fukada, K. Tokuda, T. Kobayashi, and S. Imai, An adaptive algorithm for Mel-cepstral analysis of speech, in Proc. IEEE Int. Conf. Acoust., Speech, Signal Process. (ICASSP), Mar. 1992, pp. 137-140
31. T. Toda, A. W. Black, and K. Tokuda, Voice conversion based on maximumlikelihood estimation of spectral parameter trajectory, IEEE Trans. Audio, Speech and Language Processing, vol. 15, no. 8, pp. 2222-2235, 2007
32. T. Toda, T. Muramatsu, and H. Banno, Implementation of computationally efficient real-time voice conversion, in Proc. Interspeech, 2012
33. Elina Helander, Hanna Silén, Tuomas Virtanen, and Moncef Gabbouj, Voice conversion using dynamic kernel partial least squares regression, IEEE Trans. Audio, Speech and Language Processing, vol. 20, no. 3, pp. 806-817, 2012
34. Y. Ohtani, T. Toda, H. Saruwatari, and K. Shikano, Non-parallel training for many-to-many eigenvoice conversion, in Proc. IEEE Int. Conf. on Acoustics, Speech, and Signal Processing (ICASSP), 2010, pp. 4822-4825
35. A. Kurematsu, K. Takeda, Y. Sagisaka, H. Katagiri, S. Kuwabara, and K. Shikano, Atr japanese speech database as a tool of speech recognition and synthesis, Speech Communication, vol. 9, pp. 357-363, 1990
36. D. Saito, N. Minematsu, and K. Hirose, Effects of speaker adaptive training on tensor-based arbitrary speaker conversion, in Proc. Interspeech, 2012
37. Zhizheng Wu, Tuomas Virtanen, Tomi Kinnunen, Eng Siong Chng, and Haizhou Li, Exemplar-based unit selection for voice conversion utilizing temporal information, in Proc. Interspeech, 2013
38. Patrick Kenny, Gilles Boulianne, Pierre Ouellet, and Pierre Dumouchel, Joint factor analysis versus eigenchannels in speaker recognition, IEEE Trans. Audio, Speech and Language Processing, vol. 15, no. 4, pp. 1435-1447, 2007
39. Peng Li, Yun Fu, Umar Mohammed, James H. Elder, and Simon J.D. Prince, Probabilistic models for inference about identity, IEEE Trans. on Pattern Analysis and Machine Intelligence, vol. 34, no. 1, pp. 144-157, January 2012
40. G. Gravier, M. Betser, and M. Ben, audioseg: Audio segmentation toolkit, release 1.2, IRISA, January 2010
41. Daniel Garcia-Romero and Carol Y Espy-Wilson, Analysis of i-vector length normalization in speaker recognition systems, in Proc. Interspeech, 2011
42. N. Dehak, P.J. Kenny, R. Dehak, P. Dumouchel, and P. Ouellet, Front-end factor analysis for speaker verification, IEEE Trans. Audio, Speech and Language Processing, vol. 19, no. 4, pp. 788-798, May 2011