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ZEINALI, H. BURGET, L. SAMETI, H. ČERNOCKÝ, J.
Original Title
Spoken Pass-Phrase Verification in the i-vector Space
Type
conference paper
Language
English
Original Abstract
The task of spoken pass-phrase verification is to decide whethera test utterance contains the same phrase as given enrollmentutterances. Beside other applications, pass-phrase verificationcan complement an independent speaker verification subsystemin text-dependent speaker verification. It can also be used forliveness detection by verifying that the user is able to correctlyrespond to a randomly prompted phrase. In this paper, we buildon our previous work on i-vector based text-dependent speakerverification, where we have shown that i-vectors extracted usingphrase specific Hidden Markov Models (HMMs) or using DeepNeural Network (DNN) based bottle-neck (BN) features help toreject utterances with wrong pass-phrases. We apply the samei-vector extraction techniques to the stand-alone task of speakerindependentspoken pass-phrase classification and verification.The experiments on RSR2015 and RedDots databases show thatvery simple scoring techniques (e.g. cosine distance scoring)applied to such i-vectors can provide results superior to thosepreviously published on the same data.
Keywords
spoken pass-phrase verification, i-vector, speaker verification
Authors
ZEINALI, H.; BURGET, L.; SAMETI, H.; ČERNOCKÝ, J.
Released
26. 6. 2018
Publisher
International Speech Communication Association
Location
Les Sables d´Olonne
ISBN
2312-2846
Periodical
Proceedings of Odyssey: The Speaker and Language Recognition Workshop Odyssey 2014, Joensuu, Finland
Year of study
2018
Number
6
State
Republic of Finland
Pages from
372
Pages to
377
Pages count
URL
https://www.fit.vut.cz/research/publication/11791/
BibTex
@inproceedings{BUT155079, author="Hossein {Zeinali} and Lukáš {Burget} and Hossein {Sameti} and Jan {Černocký}", title="Spoken Pass-Phrase Verification in the i-vector Space", booktitle="Proceedings of Odyssey 2018", year="2018", journal="Proceedings of Odyssey: The Speaker and Language Recognition Workshop Odyssey 2014, Joensuu, Finland", volume="2018", number="6", pages="372--377", publisher="International Speech Communication Association", address="Les Sables d´Olonne", doi="10.21437/Odyssey.2018-52", issn="2312-2846", url="https://www.fit.vut.cz/research/publication/11791/" }
Documents
zeinali_odyssey2018_43.pdf