I4U SUbMission to NIST SRE 2018: Leveraging from a decade of shared experiences

Kong Aik Lee; Ville Hautamäki; Tomi Kinnunen; Hitoshi Yamamoto; Koji Okabe; Ville Vestman; Jing Huang; Guohong Ding; Hanwu Sun; Anthony Larcher; Rohan K. Das; Haizhou Li; Mickael Rouvier; Pierre Michel Bousquet; Wei Rao; Qing Wang; Chunlei Zhang; Fahimeh Bahmaninezhad; Hector Delgado; Massimiliano Todisco; Q. Wang; L. Guo; T. Koshinaka; J. Zhang; K. Shinoda; T. N. Trong; Md Sahidullah; F. Lu; Y. Tang; M. Tu; K. K. Teh; H. D. Tran; K. K. George; I. Kukanov; F. Desnous; J. Yang; E. Yılmaz; L. Xu; J. F. Bonastre; C. Xu; Z. H. Lim; E. S. Chng; S. Ranjan; J. H.L. Hansen; J. Patino; N. Evans

doi:10.21437/Interspeech.2019-1533

I4U SUbMission to NIST SRE 2018: Leveraging from a decade of shared experiences

Kong Aik Lee
, Ville Hautamäki
, Tomi Kinnunen
, Hitoshi Yamamoto
, Koji Okabe
, Ville Vestman
, Jing Huang
, Guohong Ding
, Hanwu Sun
, Anthony Larcher
, Rohan K. Das
, Haizhou Li
, Mickael Rouvier
, Pierre Michel Bousquet
, Wei Rao
, Qing Wang
, Chunlei Zhang
, Fahimeh Bahmaninezhad
, Hector Delgado
, Massimiliano Todisco

Q. Wang, L. Guo, T. Koshinaka, J. Zhang, K. Shinoda, T. N. Trong, Md Sahidullah, F. Lu, Y. Tang, M. Tu, K. K. Teh, H. D. Tran, K. K. George, I. Kukanov, F. Desnous, J. Yang, E. Yılmaz, L. Xu, J. F. Bonastre, C. Xu, Z. H. Lim, E. S. Chng, S. Ranjan, J. H.L. Hansen, J. Patino, N. Evans

NEC Corporation
University of Eastern Finland
JD AI Research and Platform
Agency for Science, Technology and Research, Singapore
Le Mans Université
National University of Singapore
Avignon Université
Nanyang Technological University
Northwestern Polytechnical University Xian
University of Texas at Dallas
EURECOM Ecole d'Ingénieur et Centre de Recherche en Sciences du Numérique

Research output: Contribution to journal › Conference article › peer-review

11 Scopus citations

Abstract

The I4U consortium was established to facilitate a joint entry to NIST speaker recognition evaluations (SRE). The latest edition of such joint submission was in SRE 2018, in which the I4U submission was among the best-performing systems. SRE'18 also marks the 10-year anniversary of I4U consortium into NIST SRE series of evaluation. The primary objective of the current paper is to summarize the results and lessons learned based on the twelve sub-systems and their fusion submitted to SRE'18. It is also our intention to present a shared view on the advancements, progresses, and major paradigm shifts that we have witnessed as an SRE participant in the past decade from SRE'08 to SRE'18. In this regard, we have seen, among others, a paradigm shift from supervector representation to deep speaker embedding, and a switch of research challenge from channel compensation to domain adaptation.

Original language	English
Pages (from-to)	1497-1501
Number of pages	5
Journal	Proceedings of the Annual Conference of the International Speech Communication Association, INTERSPEECH
Volume	2019-September
DOIs	https://doi.org/10.21437/Interspeech.2019-1533
State	Published - 2019
Externally published	Yes
Event	20th Annual Conference of the International Speech Communication Association: Crossroads of Speech and Language, INTERSPEECH 2019 - Graz, Austria Duration: 15 Sep 2019 → 19 Sep 2019

Keywords

Benchmark evaluation
Speaker recognition

Access to Document

10.21437/Interspeech.2019-1533

Cite this

Lee, K. A., Hautamäki, V., Kinnunen, T., Yamamoto, H., Okabe, K., Vestman, V., Huang, J., Ding, G., Sun, H., Larcher, A., Das, R. K., Li, H., Rouvier, M., Bousquet, P. M., Rao, W., Wang, Q., Zhang, C., Bahmaninezhad, F., Delgado, H., ... Evans, N. (2019). I4U SUbMission to NIST SRE 2018: Leveraging from a decade of shared experiences. Proceedings of the Annual Conference of the International Speech Communication Association, INTERSPEECH, 2019-September, 1497-1501. https://doi.org/10.21437/Interspeech.2019-1533

@article{b2c02672c55e445f8fd17eef5dd4b9cb,

title = "I4U SUbMission to NIST SRE 2018: Leveraging from a decade of shared experiences",

abstract = "The I4U consortium was established to facilitate a joint entry to NIST speaker recognition evaluations (SRE). The latest edition of such joint submission was in SRE 2018, in which the I4U submission was among the best-performing systems. SRE'18 also marks the 10-year anniversary of I4U consortium into NIST SRE series of evaluation. The primary objective of the current paper is to summarize the results and lessons learned based on the twelve sub-systems and their fusion submitted to SRE'18. It is also our intention to present a shared view on the advancements, progresses, and major paradigm shifts that we have witnessed as an SRE participant in the past decade from SRE'08 to SRE'18. In this regard, we have seen, among others, a paradigm shift from supervector representation to deep speaker embedding, and a switch of research challenge from channel compensation to domain adaptation.",

keywords = "Benchmark evaluation, Speaker recognition",

author = "Lee, \{Kong Aik\} and Ville Hautam{\"a}ki and Tomi Kinnunen and Hitoshi Yamamoto and Koji Okabe and Ville Vestman and Jing Huang and Guohong Ding and Hanwu Sun and Anthony Larcher and Das, \{Rohan K.\} and Haizhou Li and Mickael Rouvier and Bousquet, \{Pierre Michel\} and Wei Rao and Qing Wang and Chunlei Zhang and Fahimeh Bahmaninezhad and Hector Delgado and Massimiliano Todisco and Q. Wang and L. Guo and T. Koshinaka and J. Zhang and K. Shinoda and Trong, \{T. N.\} and Md Sahidullah and F. Lu and Y. Tang and M. Tu and Teh, \{K. K.\} and Tran, \{H. D.\} and George, \{K. K.\} and I. Kukanov and F. Desnous and J. Yang and E. Yılmaz and L. Xu and Bonastre, \{J. F.\} and C. Xu and Lim, \{Z. H.\} and Chng, \{E. S.\} and S. Ranjan and Hansen, \{J. H.L.\} and J. Patino and N. Evans",

note = "Publisher Copyright: Copyright {\textcopyright} 2019 ISCA; 20th Annual Conference of the International Speech Communication Association: Crossroads of Speech and Language, INTERSPEECH 2019 ; Conference date: 15-09-2019 Through 19-09-2019",

year = "2019",

doi = "10.21437/Interspeech.2019-1533",

language = "英语",

volume = "2019-September",

pages = "1497--1501",

journal = "Proceedings of the Annual Conference of the International Speech Communication Association, INTERSPEECH",

issn = "2308-457X",

publisher = "International Speech Communication Association",

}

Lee, KA, Hautamäki, V, Kinnunen, T, Yamamoto, H, Okabe, K, Vestman, V, Huang, J, Ding, G, Sun, H, Larcher, A, Das, RK, Li, H, Rouvier, M, Bousquet, PM, Rao, W, Wang, Q, Zhang, C, Bahmaninezhad, F, Delgado, H, Todisco, M, Wang, Q, Guo, L, Koshinaka, T, Zhang, J, Shinoda, K, Trong, TN, Sahidullah, M, Lu, F, Tang, Y, Tu, M, Teh, KK, Tran, HD, George, KK, Kukanov, I, Desnous, F, Yang, J, Yılmaz, E, Xu, L, Bonastre, JF, Xu, C, Lim, ZH, Chng, ES, Ranjan, S, Hansen, JHL, Patino, J & Evans, N 2019, 'I4U SUbMission to NIST SRE 2018: Leveraging from a decade of shared experiences', Proceedings of the Annual Conference of the International Speech Communication Association, INTERSPEECH, vol. 2019-September, pp. 1497-1501. https://doi.org/10.21437/Interspeech.2019-1533

TY - JOUR

T1 - I4U SUbMission to NIST SRE 2018

T2 - 20th Annual Conference of the International Speech Communication Association: Crossroads of Speech and Language, INTERSPEECH 2019

AU - Lee, Kong Aik

AU - Hautamäki, Ville

AU - Kinnunen, Tomi

AU - Yamamoto, Hitoshi

AU - Okabe, Koji

AU - Vestman, Ville

AU - Huang, Jing

AU - Ding, Guohong

AU - Sun, Hanwu

AU - Larcher, Anthony

AU - Das, Rohan K.

AU - Li, Haizhou

AU - Rouvier, Mickael

AU - Bousquet, Pierre Michel

AU - Rao, Wei

AU - Wang, Qing

AU - Zhang, Chunlei

AU - Bahmaninezhad, Fahimeh

AU - Delgado, Hector

AU - Todisco, Massimiliano

AU - Wang, Q.

AU - Guo, L.

AU - Koshinaka, T.

AU - Zhang, J.

AU - Shinoda, K.

AU - Trong, T. N.

AU - Sahidullah, Md

AU - Lu, F.

AU - Tang, Y.

AU - Tu, M.

AU - Teh, K. K.

AU - Tran, H. D.

AU - George, K. K.

AU - Kukanov, I.

AU - Desnous, F.

AU - Yang, J.

AU - Yılmaz, E.

AU - Xu, L.

AU - Bonastre, J. F.

AU - Xu, C.

AU - Lim, Z. H.

AU - Chng, E. S.

AU - Ranjan, S.

AU - Hansen, J. H.L.

AU - Patino, J.

AU - Evans, N.

PY - 2019

Y1 - 2019

N2 - The I4U consortium was established to facilitate a joint entry to NIST speaker recognition evaluations (SRE). The latest edition of such joint submission was in SRE 2018, in which the I4U submission was among the best-performing systems. SRE'18 also marks the 10-year anniversary of I4U consortium into NIST SRE series of evaluation. The primary objective of the current paper is to summarize the results and lessons learned based on the twelve sub-systems and their fusion submitted to SRE'18. It is also our intention to present a shared view on the advancements, progresses, and major paradigm shifts that we have witnessed as an SRE participant in the past decade from SRE'08 to SRE'18. In this regard, we have seen, among others, a paradigm shift from supervector representation to deep speaker embedding, and a switch of research challenge from channel compensation to domain adaptation.

AB - The I4U consortium was established to facilitate a joint entry to NIST speaker recognition evaluations (SRE). The latest edition of such joint submission was in SRE 2018, in which the I4U submission was among the best-performing systems. SRE'18 also marks the 10-year anniversary of I4U consortium into NIST SRE series of evaluation. The primary objective of the current paper is to summarize the results and lessons learned based on the twelve sub-systems and their fusion submitted to SRE'18. It is also our intention to present a shared view on the advancements, progresses, and major paradigm shifts that we have witnessed as an SRE participant in the past decade from SRE'08 to SRE'18. In this regard, we have seen, among others, a paradigm shift from supervector representation to deep speaker embedding, and a switch of research challenge from channel compensation to domain adaptation.

KW - Benchmark evaluation

KW - Speaker recognition

UR - https://www.scopus.com/pages/publications/85075712352

U2 - 10.21437/Interspeech.2019-1533

DO - 10.21437/Interspeech.2019-1533

M3 - 会议文章

AN - SCOPUS:85075712352

SN - 2308-457X

VL - 2019-September

SP - 1497

EP - 1501

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

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

Y2 - 15 September 2019 through 19 September 2019

ER -

I4U SUbMission to NIST SRE 2018: Leveraging from a decade of shared experiences

Abstract

Keywords

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