I4U Submission to NIST SRE 2018: Leveraging from a Decade of Shared Experiences
Kong Aik Lee
(1)
,
Ville Hautamäki
(2)
,
Tomi Kinnunen
(2)
,
Hitoshi Yamamoto
(1)
,
Koji Okabe
(1)
,
Ville Vestman
(2, 1)
,
Jing Huang
(3)
,
Guohong Ding
(4)
,
Hanwu Sun
(5)
,
Anthony Larcher
(6)
,
Rohan Kumar Das
(7)
,
Haizhou Li
(7)
,
Mickaël Rouvier
(8)
,
Pierre-Michel Bousquet Bousquet
(8)
,
Wei Rao
(9)
,
Qing Wang
(10)
,
Chunlei Zhang
(11)
,
Fahimeh Bahmaninezhad
(11)
,
Héctor Delgado
(12)
,
Jose Patino
(12)
,
Qiongqiong Wang
(1)
,
Ling Guo
(1)
,
Takafumi Koshinaka
(1)
,
Jiacen Zhang
(1)
,
Koichi Shinoda
(1)
,
Trung Ngo Trong
(2)
,
Md Sahidullah
(13)
,
Fan Lu
(4)
,
Yun Tang
(4)
,
Ming Tu
(4)
,
Kah Kuan Teh
(14)
,
Huy Dat Tran
(14)
,
Kuruvachan K George
(14)
,
Ivan Kukanov
(14)
,
Florent Desnous
(6)
,
Jichen Yang
(7)
,
Emre Yilmaz
(7)
,
Longting Xu
(7)
,
Jean-François Bonastre
(8)
,
Chenglin Xu
(15)
,
Zhi Hao Lim
(15)
,
Siong Chng
(15)
,
Shivesh Ranjan
(11)
,
John H. L. Hansen
(11)
,
Massimiliano Todisco
(12)
,
Nicholas Evans
(12)
1
NEC Corporation
2 University of Eastern Finland
3 JD AI Research and Platform
4 JD AI Research and Platform
5 R2I - Recherche d’information et Interactions
6 LIUM - Laboratoire d'Informatique de l'Université du Mans
7 NUS - National University of Singapore
8 LIA - Laboratoire Informatique d'Avignon
9 NTU - Nanyang Technological University [Singapour]
10 Hunan Institute of Science and Technology
11 CRSS - Center for Robust Speech Systems
12 Eurecom [Sophia Antipolis]
13 MULTISPEECH - Speech Modeling for Facilitating Oral-Based Communication
14 Institute for Infocomm Research - I²R [Singapore]
15 NTU - Nanayang Technological University
2 University of Eastern Finland
3 JD AI Research and Platform
4 JD AI Research and Platform
5 R2I - Recherche d’information et Interactions
6 LIUM - Laboratoire d'Informatique de l'Université du Mans
7 NUS - National University of Singapore
8 LIA - Laboratoire Informatique d'Avignon
9 NTU - Nanyang Technological University [Singapour]
10 Hunan Institute of Science and Technology
11 CRSS - Center for Robust Speech Systems
12 Eurecom [Sophia Antipolis]
13 MULTISPEECH - Speech Modeling for Facilitating Oral-Based Communication
14 Institute for Infocomm Research - I²R [Singapore]
15 NTU - Nanayang Technological University
Anthony Larcher
- Fonction : Auteur
- PersonId : 20105
- IdHAL : anthony-larcher
- ORCID : 0000-0003-4398-0224
- IdRef : 139544569
Jose Patino
- Fonction : Auteur
- PersonId : 743667
- IdHAL : jose-patino
- ORCID : 0000-0001-7193-0721
- IdRef : 241999308
Md Sahidullah
- Fonction : Auteur
- PersonId : 737397
- IdHAL : sahid
Jean-François Bonastre
- Fonction : Auteur
- PersonId : 172421
- IdHAL : jean-francois-bonastre
- ORCID : 0000-0001-7741-3346
- IdRef : 079112978
Massimiliano Todisco
- Fonction : Auteur
- PersonId : 1199117
- ORCID : 0000-0003-2883-0324
- IdRef : 279030118
Nicholas Evans
- Fonction : Auteur
- PersonId : 938450
- ORCID : 0000-0002-8459-1041
- IdRef : 168937859
Résumé
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 subsystems 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.
Domaines
Intelligence artificielle [cs.AI]| Origine | Fichiers produits par l'(les) auteur(s) |
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