Spoofing Detection in Automatic Speaker Verification Systems Using DNN Classifiers and Dynamic Acoustic Features

Hong Yu, Zheng Hua Tan, Zhanyu Ma, Rainer Martin, Jun Guo

Research output: Contribution to journalJournal articleResearchpeer-review

18 Citations (Scopus)
11 Downloads (Pure)
Original languageEnglish
Article number8128906
JournalIEEE Transactions on Neural Networks and Learning Systems
Volume29
Issue number10
Pages (from-to)4633-4644
Number of pages12
ISSN2162-237X
DOIs
Publication statusPublished - 1 Oct 2018

Fingerprint

Classifiers
Acoustics
Speech synthesis
Filter banks
Deep neural networks

Keywords

  • Constant Q cepstral coefficients (CQCC)
  • deep neural networks (DNNs) classifier
  • Feature extraction
  • human log-likelihood (HLL)
  • log-likelihood ratios (LLRs)
  • Mel frequency cepstral coefficient
  • speaker verification
  • Speech
  • spoofing detection.
  • Time-frequency analysis

Cite this

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title = "Spoofing Detection in Automatic Speaker Verification Systems Using DNN Classifiers and Dynamic Acoustic Features",
keywords = "Constant Q cepstral coefficients (CQCC), deep neural networks (DNNs) classifier, Feature extraction, human log-likelihood (HLL), log-likelihood ratios (LLRs), Mel frequency cepstral coefficient, speaker verification, Speech, spoofing detection., Time-frequency analysis",
author = "Hong Yu and Tan, {Zheng Hua} and Zhanyu Ma and Rainer Martin and Jun Guo",
year = "2018",
month = "10",
day = "1",
doi = "10.1109/TNNLS.2017.2771947",
language = "English",
volume = "29",
pages = "4633--4644",
journal = "I E E E Transactions on Neural Networks and Learning Systems",
issn = "2162-237X",
publisher = "IEEE",
number = "10",

}

Spoofing Detection in Automatic Speaker Verification Systems Using DNN Classifiers and Dynamic Acoustic Features. / Yu, Hong; Tan, Zheng Hua; Ma, Zhanyu; Martin, Rainer; Guo, Jun.

In: IEEE Transactions on Neural Networks and Learning Systems, Vol. 29, No. 10, 8128906, 01.10.2018, p. 4633-4644.

Research output: Contribution to journalJournal articleResearchpeer-review

TY - JOUR

T1 - Spoofing Detection in Automatic Speaker Verification Systems Using DNN Classifiers and Dynamic Acoustic Features

AU - Yu, Hong

AU - Tan, Zheng Hua

AU - Ma, Zhanyu

AU - Martin, Rainer

AU - Guo, Jun

PY - 2018/10/1

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KW - Constant Q cepstral coefficients (CQCC)

KW - deep neural networks (DNNs) classifier

KW - Feature extraction

KW - human log-likelihood (HLL)

KW - log-likelihood ratios (LLRs)

KW - Mel frequency cepstral coefficient

KW - speaker verification

KW - Speech

KW - spoofing detection.

KW - Time-frequency analysis

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DO - 10.1109/TNNLS.2017.2771947

M3 - Journal article

AN - SCOPUS:85037651640

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SP - 4633

EP - 4644

JO - I E E E Transactions on Neural Networks and Learning Systems

JF - I E E E Transactions on Neural Networks and Learning Systems

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