Performance evaluation in open-set speaker identification

A. Malegaonkar, A. Ariyaeeinia

Research output: Chapter in Book/Report/Conference proceedingConference contribution

7 Citations (Scopus)
172 Downloads (Pure)

Abstract

The concern in this study is the approach to evaluating the performance of the open-set speaker identification process. In essence, such a process involves first identifying the speaker model in the database that best matches the given test utterance, and then determining if the test utterance has actually been produced by the speaker associated with the best-matched model. Whilst, conventionally, the performance of each of these two sub-processes is evaluated independently, it is argued that the use of a measure of performance for the complete process can provide a more useful basis for comparing the effectiveness of different systems. Based on this argument, an approach to assessing the performance of open-set speaker identification is considered in this paper, which is in principle similar to the method used for computing the diarisation error rate. The paper details the above approach for assessing the performance of open-set speaker identification and presents an analysis of its characteristics.
Original languageEnglish
Title of host publicationBiometrics and ID Management. BioID 2011
EditorsC. Vielhauer, J. Dittmann, A. Drygajlo, N.C. Juul, M. C. Fairhurst
Place of PublicationGermany
PublisherSpringer Nature
Pages106-112
Number of pages7
Volume6583
ISBN (Electronic)978-3-642-19530-3
ISBN (Print)978-3-642-19529-7
DOIs
Publication statusPublished - 10 Mar 2011
EventEuropean Workshop on Biometrics and Identity Management - Brandenburg an der Havel, Germany
Duration: 8 Mar 201110 Mar 2011

Publication series

NameLecture Notes in Computer Science
PublisherSpringer, Berlin, Heidelberg

Conference

ConferenceEuropean Workshop on Biometrics and Identity Management
Abbreviated titleBioID 2011
Country/TerritoryGermany
CityBrandenburg an der Havel
Period8/03/1110/03/11

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