CN102646416B - 说话者验证 - Google Patents

说话者验证 Download PDF

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Publication number
CN102646416B
CN102646416B CN201210055759.0A CN201210055759A CN102646416B CN 102646416 B CN102646416 B CN 102646416B CN 201210055759 A CN201210055759 A CN 201210055759A CN 102646416 B CN102646416 B CN 102646416B
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CN
China
Prior art keywords
utterance
speaker
training
test
threshold value
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Expired - Fee Related
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CN201210055759.0A
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English (en)
Chinese (zh)
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CN102646416A (zh
Inventor
Z·张
M·刘
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Microsoft Technology Licensing LLC
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Microsoft Corp
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Classifications

    • G—PHYSICS
    • G10—MUSICAL INSTRUMENTS; ACOUSTICS
    • G10L—SPEECH ANALYSIS TECHNIQUES OR SPEECH SYNTHESIS; SPEECH RECOGNITION; SPEECH OR VOICE PROCESSING TECHNIQUES; SPEECH OR AUDIO CODING OR DECODING
    • G10L15/00—Speech recognition
    • G10L15/08—Speech classification or search
    • G10L15/14—Speech classification or search using statistical models, e.g. Hidden Markov Models [HMMs]
    • G—PHYSICS
    • G10—MUSICAL INSTRUMENTS; ACOUSTICS
    • G10L—SPEECH ANALYSIS TECHNIQUES OR SPEECH SYNTHESIS; SPEECH RECOGNITION; SPEECH OR VOICE PROCESSING TECHNIQUES; SPEECH OR AUDIO CODING OR DECODING
    • G10L17/00—Speaker identification or verification techniques
    • G10L17/20—Pattern transformations or operations aimed at increasing system robustness, e.g. against channel noise or different working conditions
    • G—PHYSICS
    • G10—MUSICAL INSTRUMENTS; ACOUSTICS
    • G10L—SPEECH ANALYSIS TECHNIQUES OR SPEECH SYNTHESIS; SPEECH RECOGNITION; SPEECH OR VOICE PROCESSING TECHNIQUES; SPEECH OR AUDIO CODING OR DECODING
    • G10L17/00—Speaker identification or verification techniques
    • G10L17/06—Decision making techniques; Pattern matching strategies
    • G10L17/08—Use of distortion metrics or a particular distance between probe pattern and reference templates

Landscapes

  • Engineering & Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • Health & Medical Sciences (AREA)
  • Audiology, Speech & Language Pathology (AREA)
  • Human Computer Interaction (AREA)
  • Acoustics & Sound (AREA)
  • Multimedia (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Business, Economics & Management (AREA)
  • Game Theory and Decision Science (AREA)
  • Probability & Statistics with Applications (AREA)
  • Computational Linguistics (AREA)
  • Electrically Operated Instructional Devices (AREA)
  • Information Retrieval, Db Structures And Fs Structures Therefor (AREA)
  • Collating Specific Patterns (AREA)
  • Management, Administration, Business Operations System, And Electronic Commerce (AREA)
CN201210055759.0A 2006-02-20 2007-02-13 说话者验证 Expired - Fee Related CN102646416B (zh)

Applications Claiming Priority (2)

Application Number Priority Date Filing Date Title
US11/358,302 US7539616B2 (en) 2006-02-20 2006-02-20 Speaker authentication using adapted background models
US11/358,302 2006-02-20

Related Parent Applications (1)

Application Number Title Priority Date Filing Date
CN200780005880XA Division CN101385074B (zh) 2006-02-20 2007-02-13 说话者验证

Publications (2)

Publication Number Publication Date
CN102646416A CN102646416A (zh) 2012-08-22
CN102646416B true CN102646416B (zh) 2014-10-29

Family

ID=38429414

Family Applications (2)

Application Number Title Priority Date Filing Date
CN201210055759.0A Expired - Fee Related CN102646416B (zh) 2006-02-20 2007-02-13 说话者验证
CN200780005880XA Expired - Fee Related CN101385074B (zh) 2006-02-20 2007-02-13 说话者验证

Family Applications After (1)

Application Number Title Priority Date Filing Date
CN200780005880XA Expired - Fee Related CN101385074B (zh) 2006-02-20 2007-02-13 说话者验证

Country Status (11)

Country Link
US (1) US7539616B2 (enExample)
EP (2) EP2410514B1 (enExample)
JP (1) JP4876134B2 (enExample)
KR (1) KR101323061B1 (enExample)
CN (2) CN102646416B (enExample)
AU (1) AU2007217884A1 (enExample)
CA (2) CA2643481C (enExample)
MX (1) MX2008010478A (enExample)
NO (1) NO20083580L (enExample)
RU (1) RU2008134112A (enExample)
WO (1) WO2007098039A1 (enExample)

Families Citing this family (50)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US7877255B2 (en) * 2006-03-31 2011-01-25 Voice Signal Technologies, Inc. Speech recognition using channel verification
KR20080090034A (ko) * 2007-04-03 2008-10-08 삼성전자주식회사 음성 화자 인식 방법 및 시스템
AU2012200605B2 (en) * 2008-09-05 2014-01-23 Auraya Pty Ltd Voice authentication system and methods
AU2009290150B2 (en) * 2008-09-05 2011-11-03 Auraya Pty Ltd Voice authentication system and methods
RU2422920C2 (ru) * 2009-02-24 2011-06-27 Государственное образовательное учреждение высшего профессионального образования "Казанский государственный университет им. В.И. Ульянова-Ленина" Способ аутентификации диктора по парольной фразе
RU2422921C2 (ru) * 2009-08-11 2011-06-27 Государственное образовательное учреждение высшего профессионального образования "Казанский государственный университет им. В.И. Ульянова-Ленина" Способ аутентификации диктора по парольной фразе
CN101833951B (zh) * 2010-03-04 2011-11-09 清华大学 用于说话人识别的多背景模型建立方法
US8645136B2 (en) 2010-07-20 2014-02-04 Intellisist, Inc. System and method for efficiently reducing transcription error using hybrid voice transcription
US9224388B2 (en) * 2011-03-04 2015-12-29 Qualcomm Incorporated Sound recognition method and system
US9159324B2 (en) 2011-07-01 2015-10-13 Qualcomm Incorporated Identifying people that are proximate to a mobile device user via social graphs, speech models, and user context
US9489950B2 (en) * 2012-05-31 2016-11-08 Agency For Science, Technology And Research Method and system for dual scoring for text-dependent speaker verification
US9036890B2 (en) 2012-06-05 2015-05-19 Outerwall Inc. Optical coin discrimination systems and methods for use with consumer-operated kiosks and the like
CN102737633B (zh) * 2012-06-21 2013-12-25 北京华信恒达软件技术有限公司 一种基于张量子空间分析的说话人识别方法及其装置
US20140095161A1 (en) * 2012-09-28 2014-04-03 At&T Intellectual Property I, L.P. System and method for channel equalization using characteristics of an unknown signal
EP2713367B1 (en) * 2012-09-28 2016-11-09 Agnitio, S.L. Speaker recognition
US9240184B1 (en) * 2012-11-15 2016-01-19 Google Inc. Frame-level combination of deep neural network and gaussian mixture models
US8739955B1 (en) * 2013-03-11 2014-06-03 Outerwall Inc. Discriminant verification systems and methods for use in coin discrimination
US9443367B2 (en) 2014-01-17 2016-09-13 Outerwall Inc. Digital image coin discrimination for use with consumer-operated kiosks and the like
US9542948B2 (en) 2014-04-09 2017-01-10 Google Inc. Text-dependent speaker identification
US9384738B2 (en) * 2014-06-24 2016-07-05 Google Inc. Dynamic threshold for speaker verification
US9653093B1 (en) * 2014-08-19 2017-05-16 Amazon Technologies, Inc. Generative modeling of speech using neural networks
JP6239471B2 (ja) * 2014-09-19 2017-11-29 株式会社東芝 認証システム、認証装置および認証方法
CN105513588B (zh) * 2014-09-22 2019-06-25 联想(北京)有限公司 一种信息处理方法及电子设备
CN106384587B (zh) * 2015-07-24 2019-11-15 科大讯飞股份有限公司 一种语音识别方法及系统
CN105096941B (zh) * 2015-09-02 2017-10-31 百度在线网络技术（北京）有限公司 语音识别方法以及装置
US10311219B2 (en) * 2016-06-07 2019-06-04 Vocalzoom Systems Ltd. Device, system, and method of user authentication utilizing an optical microphone
US10141009B2 (en) 2016-06-28 2018-11-27 Pindrop Security, Inc. System and method for cluster-based audio event detection
US20180018973A1 (en) * 2016-07-15 2018-01-18 Google Inc. Speaker verification
US9824692B1 (en) 2016-09-12 2017-11-21 Pindrop Security, Inc. End-to-end speaker recognition using deep neural network
US10325601B2 (en) 2016-09-19 2019-06-18 Pindrop Security, Inc. Speaker recognition in the call center
US10347256B2 (en) 2016-09-19 2019-07-09 Pindrop Security, Inc. Channel-compensated low-level features for speaker recognition
WO2018053531A1 (en) * 2016-09-19 2018-03-22 Pindrop Security, Inc. Dimensionality reduction of baum-welch statistics for speaker recognition
FR3058558B1 (fr) * 2016-11-07 2020-01-10 Pw Group Procede et systeme d'authentification par biometrie vocale d'un utilisateur
CN106782564B (zh) * 2016-11-18 2018-09-11 百度在线网络技术（北京）有限公司 用于处理语音数据的方法和装置
US10397398B2 (en) 2017-01-17 2019-08-27 Pindrop Security, Inc. Authentication using DTMF tones
US10950243B2 (en) * 2017-11-29 2021-03-16 ILLUMA Labs Inc. Method for reduced computation of t-matrix training for speaker recognition
US10950244B2 (en) * 2017-11-29 2021-03-16 ILLUMA Labs LLC. System and method for speaker authentication and identification
US10832683B2 (en) * 2017-11-29 2020-11-10 ILLUMA Labs LLC. System and method for efficient processing of universal background models for speaker recognition
US11295748B2 (en) * 2017-12-26 2022-04-05 Robert Bosch Gmbh Speaker identification with ultra-short speech segments for far and near field voice assistance applications
US11893999B1 (en) * 2018-05-13 2024-02-06 Amazon Technologies, Inc. Speech based user recognition
US10762905B2 (en) * 2018-07-31 2020-09-01 Cirrus Logic, Inc. Speaker verification
WO2020159917A1 (en) 2019-01-28 2020-08-06 Pindrop Security, Inc. Unsupervised keyword spotting and word discovery for fraud analytics
WO2020163624A1 (en) 2019-02-06 2020-08-13 Pindrop Security, Inc. Systems and methods of gateway detection in a telephone network
US11646018B2 (en) 2019-03-25 2023-05-09 Pindrop Security, Inc. Detection of calls from voice assistants
US12015637B2 (en) 2019-04-08 2024-06-18 Pindrop Security, Inc. Systems and methods for end-to-end architectures for voice spoofing detection
CN110379433B (zh) * 2019-08-02 2021-10-08 清华大学 身份验证的方法、装置、计算机设备及存储介质
US11158325B2 (en) * 2019-10-24 2021-10-26 Cirrus Logic, Inc. Voice biometric system
CN111564152B (zh) * 2020-07-16 2020-11-24 北京声智科技有限公司 语音转换方法、装置、电子设备及存储介质
US12482472B2 (en) * 2020-11-11 2025-11-25 Adeia Guides Inc. Systems and methods for detecting a mimicked voice input signal
CN116417001A (zh) * 2023-04-28 2023-07-11 王力安防科技股份有限公司 一种声纹识别方法、装置、终端及存储介质

Citations (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN1197526A (zh) * 1995-06-07 1998-10-28 拉脱格斯大学 说话者验证系统
US5864810A (en) * 1995-01-20 1999-01-26 Sri International Method and apparatus for speech recognition adapted to an individual speaker
CN1620684A (zh) * 2001-05-25 2005-05-25 多尔拜实验特许公司 利用基于听觉事件的表征比较音频
CN1623289A (zh) * 2002-04-05 2005-06-01 国际商业机器公司 基于特征的音频内容识别

Family Cites Families (8)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US5625748A (en) * 1994-04-18 1997-04-29 Bbn Corporation Topic discriminator using posterior probability or confidence scores
US5787394A (en) * 1995-12-13 1998-07-28 International Business Machines Corporation State-dependent speaker clustering for speaker adaptation
WO1998014934A1 (en) * 1996-10-02 1998-04-09 Sri International Method and system for automatic text-independent grading of pronunciation for language instruction
US5897616A (en) * 1997-06-11 1999-04-27 International Business Machines Corporation Apparatus and methods for speaker verification/identification/classification employing non-acoustic and/or acoustic models and databases
US6807537B1 (en) * 1997-12-04 2004-10-19 Microsoft Corporation Mixtures of Bayesian networks
US6141644A (en) * 1998-09-04 2000-10-31 Matsushita Electric Industrial Co., Ltd. Speaker verification and speaker identification based on eigenvoices
DE60109240T2 (de) * 2000-07-05 2006-02-16 Matsushita Electric Industrial Co., Ltd., Kadoma Sprecherverifikation und -erkennung
KR100611562B1 (ko) 2003-09-17 2006-08-11 (주)한국파워보이스 음성 암호를 이용한 컴퓨터 보안 방법

Patent Citations (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US5864810A (en) * 1995-01-20 1999-01-26 Sri International Method and apparatus for speech recognition adapted to an individual speaker
CN1197526A (zh) * 1995-06-07 1998-10-28 拉脱格斯大学 说话者验证系统
CN1620684A (zh) * 2001-05-25 2005-05-25 多尔拜实验特许公司 利用基于听觉事件的表征比较音频
CN1623289A (zh) * 2002-04-05 2005-06-01 国际商业机器公司 基于特征的音频内容识别

Non-Patent Citations (2)

* Cited by examiner, † Cited by third party
Title
Douglas A. Reynolds等.Speaker Verification Using Adapted Gaussian.《DIGITAL SIGNAL PROCESSING, ACADEMIC PRESS, ORLANDO, FL, US》.1999,
Speaker Verification Using Adapted Gaussian;Douglas A. Reynolds等;《DIGITAL SIGNAL PROCESSING, ACADEMIC PRESS, ORLANDO, FL, US》;19990603;第30页第3.5节第15-18行 *

Also Published As

Publication number Publication date
CA2643481A1 (en) 2007-08-30
JP4876134B2 (ja) 2012-02-15
EP1989701A4 (en) 2011-06-22
EP2410514A3 (en) 2012-02-22
JP2009527798A (ja) 2009-07-30
CA2861876A1 (en) 2007-08-30
EP2410514B1 (en) 2013-05-29
WO2007098039A1 (en) 2007-08-30
MX2008010478A (es) 2008-10-23
NO20083580L (no) 2008-09-10
AU2007217884A1 (en) 2007-08-30
RU2008134112A (ru) 2010-02-27
EP1989701B1 (en) 2012-06-27
CA2643481C (en) 2016-01-05
CA2861876C (en) 2016-04-26
KR101323061B1 (ko) 2013-10-29
EP1989701A1 (en) 2008-11-12
US20070198257A1 (en) 2007-08-23
CN102646416A (zh) 2012-08-22
EP2410514A2 (en) 2012-01-25
CN101385074B (zh) 2012-08-15
KR20080102373A (ko) 2008-11-25
CN101385074A (zh) 2009-03-11
US7539616B2 (en) 2009-05-26

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Granted publication date: 20141029