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UIAI System for Short-Duration Speaker Verification Challenge 2020

  • Md Sahidullah
  • , Achintya Kumar Sarkar
  • , Ville Vestman
  • , Xuechen Liu
  • , Romain Serizel
  • , Tomi Kinnunen
  • , Zheng Hua Tan
  • , Emmanuel Vincent
  • Université de Lorraine

Research output: Chapter in Book or Report/Conference proceedingConference Proceedingpeer-review

8 Citations (Scopus)

Abstract

In this work, we present the system description of the UIAI entry for the short-duration speaker verification (SdSV) challenge 2020. Our focus is on Task 1 dedicated to text-dependent speaker verification. We investigate different feature extraction and modeling approaches for automatic speaker verification (ASV) and utterance verification (UV). We have also studied different fusion strategies for combining UV and ASV modules. Our primary submission to the challenge is the fusion of seven subsystems which yields a normalized minimum detection cost function (minDCF) of 0.072 and an equal error rate (EER) of 2.14% on the evaluation set. The single system consisting of a pass-phrase identification based model with phone-discriminative bottleneck features gives a normalized minDCF of 0.118 and achieves 19% relative improvement over the state-of-the-art challenge baseline.

Original languageEnglish
Title of host publication2021 IEEE Spoken Language Technology Workshop, SLT 2021 - Proceedings
PublisherInstitute of Electrical and Electronics Engineers Inc.
Pages323-329
Number of pages7
ISBN (Electronic)9781728170664
DOIs
Publication statusPublished - 19 Jan 2021
Externally publishedYes
Event2021 IEEE Spoken Language Technology Workshop, SLT 2021 - Virtual, Online, China
Duration: 19 Jan 202122 Jan 2021

Publication series

Name2021 IEEE Spoken Language Technology Workshop, SLT 2021 - Proceedings

Conference

Conference2021 IEEE Spoken Language Technology Workshop, SLT 2021
Country/TerritoryChina
CityVirtual, Online
Period19/01/2122/01/21

Keywords

  • Bottleneck feature
  • Fusion
  • SdSV challenge 2020
  • Text-dependent speaker verification
  • Utterance verification

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