I4U Submission to NIST SRE 2018: Leveraging from a Decade of Shared Experiences - Archive ouverte HAL Accéder directement au contenu
Rapport (Rapport De Recherche) Année : 2019

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

Hitoshi Yamamoto
  • Fonction : Auteur
Koji Okabe
  • Fonction : Auteur
Jing Huang
  • Fonction : Auteur
Guohong Ding
  • Fonction : Auteur
Jose Patino
Qiongqiong Wang
  • Fonction : Auteur
Ling Guo
  • Fonction : Auteur
Jiacen Zhang
  • Fonction : Auteur
Koichi Shinoda
  • Fonction : Auteur
Massimiliano Todisco
  • Fonction : Auteur
  • PersonId : 1199117
Nicholas Evans
  • Fonction : Auteur
  • PersonId : 938450

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.
Fichier principal
Vignette du fichier
1904.07386.pdf (249.23 Ko) Télécharger le fichier
Origine : Fichiers produits par l'(les) auteur(s)
Loading...

Dates et versions

hal-02174317 , version 1 (05-07-2019)

Identifiants

  • HAL Id : hal-02174317 , version 1

Citer

Kong Aik Lee, Ville Hautamäki, Tomi Kinnunen, Hitoshi Yamamoto, Koji Okabe, et al.. I4U Submission to NIST SRE 2018: Leveraging from a Decade of Shared Experiences. [Research Report] I4U Consortium. 2019. ⟨hal-02174317⟩
184 Consultations
145 Téléchargements

Partager

Gmail Facebook X LinkedIn More