Speaker verification with TIMIT corpus-some remarks on classical methods

Adam Dustor

doi:10.23919/spa50552.2020.9241298

Speaker verification with TIMIT corpus-some remarks on classical methods

Adam Dustor

Katedra Telekomunikacji i Teleinformatyki (RAU/RAU13)

Wyniki badań: Rozdział w książce/raport/materiał konferencyjny › Wkład w konferencję › recenzja

2 Cytowania z bazy Scopus

Abstrakt

The aim of this paper is to present some research on speaker verification system based on Gaussian Mixture Model-Universal Background Model (GMM-UBM) approach. All tests were done for the TIMIT corpus. Performance for the standard Mel-Frequency Cepstral Coefficients (MFCC) and dynamic delta features is shown. Influence of feature dimensionality and model complexity on Equal Error Rate (EER) is presented. Additionally, an impact of Voice Activity Detection (VAD) and normalization techniques like Cepstral Mean and Variance Normalization (CMVN) and RelAtive SpecTrA (RASTA) filtering is covered. Each combination of factors was examined. It is shown that careful selection of traditional techniques may lead to very satisfying results when it comes to achieved EER values.

Język oryginału	angielski
Tytuł publikacji goszczącej	SPA 2020 - Signal Processing
Podtytuł publikacji goszczącej	Algorithms, Architectures, Arrangements, and Applications, Conference Proceedings
Wydawca	IEEE Computer Society
Strony	174-179
Liczba stron	6
ISBN (elektroniczny)	9788362065394
Identyfikatory DOI	https://doi.org/10.23919/spa50552.2020.9241298
Status publikacji	Opublikowano - 23 wrz 2020
Wydarzenie	24th IEEE Signal Processing: Algorithms, Architectures, Arrangements, and Applications, SPA 2020 - Virtual, Poznan, Polska Czas trwania: 23 wrz 2020 → 25 wrz 2020

Seria publikacji

Nazwa	Signal Processing - Algorithms, Architectures, Arrangements, and Applications Conference Proceedings, SPA
Tom	2020-September
ISSN (drukowany)	2326-0262
ISSN (elektroniczny)	2326-0319

Konferencja

Konferencja	24th IEEE Signal Processing: Algorithms, Architectures, Arrangements, and Applications, SPA 2020
Kraj/Terytorium	Polska
Miejscowość	Virtual, Poznan
Okres	23/09/20 → 25/09/20

Obszary tematyczne ASJC Scopus

Teoria i matematyka obliczeń
Zastosowania informatyki
Systemy informacyjne
Przetwarzanie sygnałów

Uzyskaj dostęp do dokumentu

10.23919/spa50552.2020.9241298

Inne pliki i linki

Link do publikacji w Scopus

Cytowanie

Dustor, A. (2020). Speaker verification with TIMIT corpus-some remarks on classical methods. W SPA 2020 - Signal Processing: Algorithms, Architectures, Arrangements, and Applications, Conference Proceedings (str. 174-179). Artykułu 9241298 (Signal Processing - Algorithms, Architectures, Arrangements, and Applications Conference Proceedings, SPA; Tom 2020-September). IEEE Computer Society. https://doi.org/10.23919/spa50552.2020.9241298

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title = "Speaker verification with TIMIT corpus-some remarks on classical methods",

abstract = "The aim of this paper is to present some research on speaker verification system based on Gaussian Mixture Model-Universal Background Model (GMM-UBM) approach. All tests were done for the TIMIT corpus. Performance for the standard Mel-Frequency Cepstral Coefficients (MFCC) and dynamic delta features is shown. Influence of feature dimensionality and model complexity on Equal Error Rate (EER) is presented. Additionally, an impact of Voice Activity Detection (VAD) and normalization techniques like Cepstral Mean and Variance Normalization (CMVN) and RelAtive SpecTrA (RASTA) filtering is covered. Each combination of factors was examined. It is shown that careful selection of traditional techniques may lead to very satisfying results when it comes to achieved EER values.",

author = "Adam Dustor",

note = "Publisher Copyright: {\textcopyright} 2020 Division of Signal Processing and Electronic Systems, Poznan University of Technology (DSPES PUT).; 24th IEEE Signal Processing: Algorithms, Architectures, Arrangements, and Applications, SPA 2020 ; Conference date: 23-09-2020 Through 25-09-2020",

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day = "23",

doi = "10.23919/spa50552.2020.9241298",

language = "English",

series = "Signal Processing - Algorithms, Architectures, Arrangements, and Applications Conference Proceedings, SPA",

publisher = "IEEE Computer Society",

pages = "174--179",

booktitle = "SPA 2020 - Signal Processing",

address = "United States",

}

Dustor, A 2020, Speaker verification with TIMIT corpus-some remarks on classical methods. w SPA 2020 - Signal Processing: Algorithms, Architectures, Arrangements, and Applications, Conference Proceedings., 9241298, Signal Processing - Algorithms, Architectures, Arrangements, and Applications Conference Proceedings, SPA, tom 2020-September, IEEE Computer Society, str. 174-179, 24th IEEE Signal Processing: Algorithms, Architectures, Arrangements, and Applications, SPA 2020, Virtual, Poznan, Polska, 23/09/20. https://doi.org/10.23919/spa50552.2020.9241298

Speaker verification with TIMIT corpus-some remarks on classical methods. / Dustor, Adam.
SPA 2020 - Signal Processing: Algorithms, Architectures, Arrangements, and Applications, Conference Proceedings. IEEE Computer Society, 2020. str. 174-179 9241298 (Signal Processing - Algorithms, Architectures, Arrangements, and Applications Conference Proceedings, SPA; Tom 2020-September).

Wyniki badań: Rozdział w książce/raport/materiał konferencyjny › Wkład w konferencję › recenzja

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AB - The aim of this paper is to present some research on speaker verification system based on Gaussian Mixture Model-Universal Background Model (GMM-UBM) approach. All tests were done for the TIMIT corpus. Performance for the standard Mel-Frequency Cepstral Coefficients (MFCC) and dynamic delta features is shown. Influence of feature dimensionality and model complexity on Equal Error Rate (EER) is presented. Additionally, an impact of Voice Activity Detection (VAD) and normalization techniques like Cepstral Mean and Variance Normalization (CMVN) and RelAtive SpecTrA (RASTA) filtering is covered. Each combination of factors was examined. It is shown that careful selection of traditional techniques may lead to very satisfying results when it comes to achieved EER values.

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Dustor A. Speaker verification with TIMIT corpus-some remarks on classical methods. W SPA 2020 - Signal Processing: Algorithms, Architectures, Arrangements, and Applications, Conference Proceedings. IEEE Computer Society. 2020. str. 174-179. 9241298. (Signal Processing - Algorithms, Architectures, Arrangements, and Applications Conference Proceedings, SPA). doi: 10.23919/spa50552.2020.9241298

Speaker verification with TIMIT corpus-some remarks on classical methods

Abstrakt

Seria publikacji

Konferencja

Obszary tematyczne ASJC Scopus

Uzyskaj dostęp do dokumentu

Inne pliki i linki

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Cytowanie