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I4U Submission to NIST SRE 2018: Leveraging from a Decade of Shared Experiences

Title: I4U Submission to NIST SRE 2018: Leveraging from a Decade of Shared Experiences
Authors: Lee, Kong Aik; Hautamäki, Ville; Kinnunen, Tomi; Yamamoto, Hitoshi; Okabe, Koji; Vestman, Ville; Huang, Jing; Ding, Guohong; Sun, Hanwu; Larcher, Anthony; Das, Rohan, Kumar; Li, Haizhou; Rouvier, Mickaël; Bousquet, Pierre-Michel, Bousquet; Rao, Wei; Wang, Qing; Zhang, Chunlei; Bahmaninezhad, Fahimeh; Delgado, Héctor; Patino, Jose; Wang, Qiongqiong; Guo, Ling; Koshinaka, Takafumi; Zhang, Jiacen; Shinoda, Koichi; Ngo Trong, Trung; Sahidullah, Md; Lu, Fan; Tang, Yun; Tu, Ming; Kuan Teh, Kah; Dat Tran, Huy; George, Kuruvachan, K; Kukanov, Ivan; Desnous, Florent; Yang, Jichen; Yilmaz, Emre; Xu, Longting; Bonastre, Jean-François; Xu, Chenglin; Lim, Zhi, Hao; Chng, Siong; Ranjan, Shivesh; Hansen, John, H. L.; Todisco, Massimiliano; Evans, Nicholas
Contributors: NEC Corporation; University of Eastern Finland = Itä-Suomen Yliopisto = Östra Finlands universitet (UEF); JD AI Research and Platform; Recherche d’information et Interactions (R2I); Laboratoire d'Informatique et des Systèmes (LIS) (Marseille, Toulon) (LIS); Aix Marseille Université (AMU)-Université de Toulon (UTLN)-Centre National de la Recherche Scientifique (CNRS)-Aix Marseille Université (AMU)-Université de Toulon (UTLN)-Centre National de la Recherche Scientifique (CNRS); Laboratoire d'Informatique de l'Université du Mans (LIUM); Le Mans Université (UM); National University of Singapore (NUS); Laboratoire Informatique d'Avignon (LIA); Avignon Université (AU)-Centre d'Enseignement et de Recherche en Informatique - CERI; Nanyang Technological University Singapour (NTU); Hunan Institute of Science and Technology; Center for Robust Speech Systems (CRSS); University of Texas at Dallas Richardson (UT Dallas); Eurecom Sophia Antipolis; Speech Modeling for Facilitating Oral-Based Communication (MULTISPEECH); Centre Inria de l'Université de Lorraine; Institut National de Recherche en Informatique et en Automatique (Inria)-Institut National de Recherche en Informatique et en Automatique (Inria)-Department of Natural Language Processing & Knowledge Discovery (LORIA - NLPKD); Laboratoire Lorrain de Recherche en Informatique et ses Applications (LORIA); Institut National de Recherche en Informatique et en Automatique (Inria)-CentraleSupélec-Université de Lorraine (UL)-Centre National de la Recherche Scientifique (CNRS)-Institut National de Recherche en Informatique et en Automatique (Inria)-CentraleSupélec-Université de Lorraine (UL)-Centre National de la Recherche Scientifique (CNRS)-Laboratoire Lorrain de Recherche en Informatique et ses Applications (LORIA); Institut National de Recherche en Informatique et en Automatique (Inria)-CentraleSupélec-Université de Lorraine (UL)-Centre National de la Recherche Scientifique (CNRS)-CentraleSupélec-Université de Lorraine (UL)-Centre National de la Recherche Scientifique (CNRS); Institute for Infocomm Research - I²R Singapore
Source: INTERSPEECH 2019 - 20th Annual Conference of the International Speech Communication Association ; https://hal.science/hal-02280151 ; INTERSPEECH 2019 - 20th Annual Conference of the International Speech Communication Association, Sep 2019, Graz, Austria
Publisher Information: CCSD
Publication Year: 2019
Collection: Université de Toulon: HAL
Subject Terms: [INFO.INFO-AI]Computer Science [cs]/Artificial Intelligence [cs.AI]
Subject Geographic: Graz; Austria
Description: International audience ; 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.
Document Type: conference object
Language: English
Availability: https://hal.science/hal-02280151; https://hal.science/hal-02280151v1/document; https://hal.science/hal-02280151v1/file/i4u_interspeech_2019__arXiv_.pdf
Rights: https://about.hal.science/hal-authorisation-v1/ ; info:eu-repo/semantics/OpenAccess
Accession Number: edsbas.EAC90706
Database: BASE