Fisher vectors in PLDA speaker verification system

dc.contributor.authorZajíc, Zbyněk
dc.contributor.authorHrúz, Marek
dc.date.accessioned2017-03-02T09:25:29Z
dc.date.available2017-03-02T09:25:29Z
dc.date.issued2016
dc.description.abstract-translatedThe goal of this paper is to examine the Fisher Vec- tor and incorporate this vector in the PLDA based speaker veri- fication system. The PLDA based system utilizes the Supervector of Statistics extracted from a Gaussian Mixture Model (adopted from the speaker adaptation task) to collect the information about a speaker from a dataset. We compare the efficiency of the PLDA based speaker verification system using Supervector of Statistics and the same system with Fisher vector. The experimental results of these two approaches to the verification task and the fusion of these two systems indicate that the Fisher Vector brings almost the same information to the PLDA verification process as the Supervector of Statistics when sufficient data are available.en
dc.format4 s.cs
dc.format.mimetypeapplication/pdf
dc.identifier.citationZAJÍC, Zbyněk; HRÚZ, Marek. Fisher vectors in PLDA speaker verification system. IEEE international symposium on signal processing and information technology. Vidisha: IEEE Press, 2016, p. 1338-1341. ISBN 978-1-5090-1345-6.en
dc.identifier.isbn978-1-5090-1345-6
dc.identifier.urihttp://www.kky.zcu.cz/cs/publications/ZbynekZajic_2016_FisherVectorsin
dc.identifier.urihttp://hdl.handle.net/11025/25664
dc.language.isoenen
dc.publisherIEEE Pressen
dc.rights© IEE Pressen
dc.rights.accessopenAccessen
dc.subjectověření řečníkacs
dc.subjectPLDAcs
dc.subject.translatedspeaker verificationen
dc.subject.translatedPLDAen
dc.titleFisher vectors in PLDA speaker verification systemen
dc.title.alternativeFisherovy vectory v PLDA systému pro verifikaci řečníkacs
dc.typekonferenční příspěvekcs
dc.typeconferenceObjecten
dc.type.statusPeer-revieweden
dc.type.versionpublishedVersionen

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