Divergence-based out-of-class rejection for telephone handset identification

Chi Leung Tsang, Man Wai Mak, Sun Yuan Kung

Research output: Chapter in book / Conference proceedingConference article published in proceeding or bookAcademic researchpeer-review

11 Citations (Scopus)

Abstract

Research has shown that handset selectors can be used to assist telephone-based speech/speaker recognition. Most handset selectors, however, simply select the most likely handset from a set of known handsets even for speech coming from an 'unseen' handset. This paper proposes a divergence-based handset selector with out-of-handset (OOH) rejection capability to identify the 'unseen' handsets. This is achieved by measuring the Jensen difference between the selector's output and a constant vector with identical elements. The resulting handset selector is combined with a feature-based channel compensation algorithm for telephonebased speaker verification. Utterances whose handsets were identified as 'unseen' are either transformed by a global bias vector or normalized by cepstral mean subtraction (CMS). On the other hand, if the handset can be identified (considered as 'seen'), its corresponding transformation parameters will be used to transform the utterances. Experiments based on ten handsets of the HTIMIT corpus show that using the transformation parameters of the 'seen' handsets to transform the utterances with correctly identified handsets and processing those utterances with 'unseen' handsets by CMS achieve the best result.
Original languageEnglish
Title of host publication7th International Conference on Spoken Language Processing, ICSLP 2002
PublisherInternational Speech Communication Association
Pages2329-2332
Number of pages4
Publication statusPublished - 1 Jan 2002
Event7th International Conference on Spoken Language Processing, ICSLP 2002 - Denver, United States
Duration: 16 Sep 200220 Sep 2002

Conference

Conference7th International Conference on Spoken Language Processing, ICSLP 2002
CountryUnited States
CityDenver
Period16/09/0220/09/02

ASJC Scopus subject areas

  • Language and Linguistics
  • Linguistics and Language

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