CA3184478A1 - Passive and continuous multi-speaker voice biometrics - Google Patents

Passive and continuous multi-speaker voice biometrics

Info

Publication number
CA3184478A1
CA3184478A1 CA3184478A CA3184478A CA3184478A1 CA 3184478 A1 CA3184478 A1 CA 3184478A1 CA 3184478 A CA3184478 A CA 3184478A CA 3184478 A CA3184478 A CA 3184478A CA 3184478 A1 CA3184478 A1 CA 3184478A1
Authority
CA
Canada
Prior art keywords
speaker
inbound
computer
embedding
server
Prior art date
Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
Pending
Application number
CA3184478A
Other languages
English (en)
French (fr)
Inventor
Elie Khoury
Ganesh Sivaraman
Avrosh Kumar
Ivan ANTOLIC-SOBAN
Current Assignee (The listed assignees may be inaccurate. Google has not performed a legal analysis and makes no representation or warranty as to the accuracy of the list.)
Pindrop Security Inc
Original Assignee
Pindrop Security Inc
Priority date (The priority date is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the date listed.)
Filing date
Publication date
Application filed by Pindrop Security Inc filed Critical Pindrop Security Inc
Publication of CA3184478A1 publication Critical patent/CA3184478A1/en
Pending legal-status Critical Current

Links

Classifications

    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F21/00—Security arrangements for protecting computers, components thereof, programs or data against unauthorised activity
    • G06F21/30—Authentication, i.e. establishing the identity or authorisation of security principals
    • G06F21/31—User authentication
    • G06F21/32—User authentication using biometric data, e.g. fingerprints, iris scans or voiceprints
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F3/00—Input arrangements for transferring data to be processed into a form capable of being handled by the computer; Output arrangements for transferring data from processing unit to output unit, e.g. interface arrangements
    • G06F3/16—Sound input; Sound output
    • G06F3/167—Audio in a user interface, e.g. using voice commands for navigating, audio feedback
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N20/00—Machine learning
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/04—Architecture, e.g. interconnection topology
    • G06N3/045—Combinations of networks
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/04—Architecture, e.g. interconnection topology
    • G06N3/0464—Convolutional networks [CNN, ConvNet]
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/08—Learning methods
    • G06N3/082—Learning methods modifying the architecture, e.g. adding, deleting or silencing nodes or connections
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/08—Learning methods
    • G06N3/088—Non-supervised learning, e.g. competitive learning
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/08—Learning methods
    • G06N3/0895—Weakly supervised learning, e.g. semi-supervised or self-supervised learning
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/08—Learning methods
    • G06N3/09—Supervised learning
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/08—Learning methods
    • G06N3/091—Active learning
    • 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
    • G10L17/04—Training, enrolment or model building
    • 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
    • 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
    • G10L17/18—Artificial neural networks; Connectionist approaches
    • 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
    • G10L17/22—Interactive procedures; Man-machine interfaces
    • G10L17/24—Interactive procedures; Man-machine interfaces the user being prompted to utter a password or a predefined phrase
    • G—PHYSICS
    • G16—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16Y—INFORMATION AND COMMUNICATION TECHNOLOGY SPECIALLY ADAPTED FOR THE INTERNET OF THINGS [IoT]
    • G16Y20/00—Information sensed or collected by the things
    • G16Y20/20—Information sensed or collected by the things relating to the thing itself
    • G—PHYSICS
    • G16—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16Y—INFORMATION AND COMMUNICATION TECHNOLOGY SPECIALLY ADAPTED FOR THE INTERNET OF THINGS [IoT]
    • G16Y30/00—IoT infrastructure
    • G16Y30/10—Security thereof
    • H—ELECTRICITY
    • H04—ELECTRIC COMMUNICATION TECHNIQUE
    • H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L63/00—Network architectures or network communication protocols for network security
    • H04L63/08—Network architectures or network communication protocols for network security for authentication of entities
    • H04L63/0861—Network architectures or network communication protocols for network security for authentication of entities using biometrical features, e.g. fingerprint, retina-scan

Landscapes

  • Engineering & Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • Theoretical Computer Science (AREA)
  • Health & Medical Sciences (AREA)
  • General Engineering & Computer Science (AREA)
  • Software Systems (AREA)
  • General Physics & Mathematics (AREA)
  • Evolutionary Computation (AREA)
  • Artificial Intelligence (AREA)
  • Computing Systems (AREA)
  • Multimedia (AREA)
  • Audiology, Speech & Language Pathology (AREA)
  • Human Computer Interaction (AREA)
  • General Health & Medical Sciences (AREA)
  • Acoustics & Sound (AREA)
  • Data Mining & Analysis (AREA)
  • Mathematical Physics (AREA)
  • Computer Security & Cryptography (AREA)
  • Biomedical Technology (AREA)
  • Molecular Biology (AREA)
  • Computational Linguistics (AREA)
  • Biophysics (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Computer Hardware Design (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Medical Informatics (AREA)
  • Game Theory and Decision Science (AREA)
  • Business, Economics & Management (AREA)
  • Computer Networks & Wireless Communication (AREA)
  • Signal Processing (AREA)
  • Telephonic Communication Services (AREA)
  • Information Retrieval, Db Structures And Fs Structures Therefor (AREA)
  • Circuit For Audible Band Transducer (AREA)
CA3184478A 2020-04-15 2021-04-15 Passive and continuous multi-speaker voice biometrics Pending CA3184478A1 (en)

Applications Claiming Priority (3)

Application Number Priority Date Filing Date Title
US202063010504P 2020-04-15 2020-04-15
US63/010,504 2020-04-15
PCT/US2021/027474 WO2021211836A1 (en) 2020-04-15 2021-04-15 Passive and continuous multi-speaker voice biometrics

Publications (1)

Publication Number Publication Date
CA3184478A1 true CA3184478A1 (en) 2021-10-21

Family

ID=78082506

Family Applications (1)

Application Number Title Priority Date Filing Date
CA3184478A Pending CA3184478A1 (en) 2020-04-15 2021-04-15 Passive and continuous multi-speaker voice biometrics

Country Status (7)

Country Link
US (2) US12488072B2 (enExample)
EP (1) EP4136637A4 (enExample)
JP (1) JP7817946B2 (enExample)
KR (1) KR20230011307A (enExample)
AU (1) AU2021254787A1 (enExample)
CA (1) CA3184478A1 (enExample)
WO (1) WO2021211836A1 (enExample)

Families Citing this family (53)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US11356551B2 (en) 2018-06-19 2022-06-07 Securelogix Corporation Active audio calling device identification system
US10839060B1 (en) * 2019-08-27 2020-11-17 Capital One Services, Llc Techniques for multi-voice speech recognition commands
JP7347244B2 (ja) * 2020-01-29 2023-09-20 トヨタ自動車株式会社 エージェント装置、エージェントシステム及びプログラム
WO2021211836A1 (en) 2020-04-15 2021-10-21 Pindrop Security, Inc. Passive and continuous multi-speaker voice biometrics
US11699447B2 (en) * 2020-06-22 2023-07-11 Rovi Guides, Inc. Systems and methods for determining traits based on voice analysis
TWI807203B (zh) * 2020-07-28 2023-07-01 華碩電腦股份有限公司 聲音辨識方法及使用其之電子裝置
WO2022047272A2 (en) * 2020-08-29 2022-03-03 Aerendir Mobile Inc. Electronic devices with a static artificial intelligence model for contextual situations, including age blocking for vaping and ignition start, using data analysis and operating methods thereof
CA3202062A1 (en) 2020-10-01 2022-04-07 Pindrop Security, Inc. Enrollment and authentication over a phone call in call centers
US20220197369A1 (en) * 2020-12-23 2022-06-23 Daniel O'Sullivan Gyst Technology
US12182245B2 (en) * 2021-03-16 2024-12-31 Elevance Health, Inc. Systems and methods for virtual assistant enhanced access of services related to private information using a voice-enabled device
KR20220133414A (ko) * 2021-03-25 2022-10-05 삼성전자주식회사 음성 어시스턴트 서비스 제공 방법 및 이를 지원하는 전자 장치
US12423394B1 (en) * 2021-04-15 2025-09-23 United Services Automobile Association (Usaa) Biometric-based transmission of embedded data
US12374348B2 (en) * 2021-07-20 2025-07-29 Samsung Electronics Co., Ltd. Method and electronic device for improving audio quality
CN113656609A (zh) * 2021-08-13 2021-11-16 阿波罗智联(北京)科技有限公司 推荐多媒体信息的方法、装置、电子设备和存储介质
US20230095816A1 (en) * 2021-09-24 2023-03-30 Apple Inc. Adaptive user enrollment for electronic devices
CN115862658A (zh) * 2021-09-24 2023-03-28 祖玛视频通讯公司 提取目标说话者语音的系统和方法
US20230129467A1 (en) * 2021-10-22 2023-04-27 Citrix Systems, Inc. Systems and methods to analyze audio data to identify different speakers
US20230131359A1 (en) * 2021-10-27 2023-04-27 Nuance Communications System and Method for Generating Synthetic Cohorts Using Generative Modeling
US12451138B2 (en) * 2021-11-01 2025-10-21 Pindrop Security, Inc. Cross-lingual speaker recognition
CN113920988B (zh) * 2021-12-03 2022-03-22 深圳比特微电子科技有限公司 语音唤醒方法、装置及可读存储介质
US20230206924A1 (en) * 2021-12-24 2023-06-29 Mediatek Inc. Voice wakeup method and voice wakeup device
US12106305B2 (en) * 2022-01-04 2024-10-01 Bank Of America Corporation System for enhanced authentication using voice modulation matching
US12598250B2 (en) * 2022-01-21 2026-04-07 Capital One Services, Llc Systems and methods for coherent and tiered voice enrollment
US12001472B2 (en) * 2022-04-01 2024-06-04 Gracenote, Inc. Method and system for generating podcast metadata to facilitate searching and recommendation
US20230343443A1 (en) * 2022-04-20 2023-10-26 Motorola Solutions, Inc. Emergency medical system for hands-free medical-data extraction, hazard detection, and digital biometric patient identification
US12462810B2 (en) * 2022-05-26 2025-11-04 Vail Systems, Inc. System and method using machine learned voiceprint sets for efficient determination of voice membership using enhanced score normalization and locality sensitive hashing
US12198677B2 (en) * 2022-05-27 2025-01-14 Tencent America LLC Techniques for end-to-end speaker diarization with generalized neural speaker clustering
US12475886B2 (en) 2022-06-27 2025-11-18 Samsung Electronics Co., Ltd. System and method for speaker verification for voice assistant
US20250005577A1 (en) * 2022-08-04 2025-01-02 Wells Fargo Bank, N.A. Familiarity index for user authentication
EP4328904A1 (en) * 2022-08-24 2024-02-28 Harman International Industries, Incorporated Techniques for authorizing and prioritizing commands directed towards a virtual private assistant device from multiple sources
EP4519873A4 (en) * 2022-09-05 2025-08-13 Samsung Electronics Co Ltd SYSTEM AND METHOD FOR DETECTING A WAKE-UP COMMAND FOR A VOICE ASSISTANT
CN115457750B (zh) * 2022-09-15 2025-06-24 西安立讯信息技术有限公司 乘车安全提示方法、装置、终端设备及存储介质
US20240105206A1 (en) * 2022-09-23 2024-03-28 Qualcomm Incorporated Seamless customization of machine learning models
US20240112681A1 (en) * 2022-09-30 2024-04-04 Nuance Communications, Inc. Voice biometrics for anonymous identification and personalization
US12573406B2 (en) * 2022-10-31 2026-03-10 Cisco Technology, Inc. Voice authentication based on acoustic and linguistic machine learning models
US20240152588A1 (en) * 2022-11-09 2024-05-09 Toshiba Global Commerce Solutions, Inc. Voice signature for secure order pickup
JPWO2024122304A1 (enExample) * 2022-12-05 2024-06-13
US12322397B2 (en) * 2022-12-29 2025-06-03 Motorola Solutions, Inc. Processing audio information captured by interactive virtual assistant
US20240264796A1 (en) * 2023-02-07 2024-08-08 International Business Machines Corporation Control and configuration for wireless audio devices
JP2024119245A (ja) * 2023-02-22 2024-09-03 パナソニックオートモーティブシステムズ株式会社 音声処理装置、方法およびプログラム
US12430414B2 (en) * 2023-03-20 2025-09-30 Microsoft Technology Licensing, Llc. System and method for generating synthetic profiles for training biometric verification systems
US20240321286A1 (en) * 2023-03-24 2024-09-26 Super Hi-Fi, Llc Systems and Methods for Audio Preparation and Delivery
US12567419B2 (en) * 2023-04-20 2026-03-03 GM Global Technology Operations LLC Voiceprint drift detection and update
US12505828B2 (en) * 2023-06-02 2025-12-23 Hangzhou Gaishi Technology Co., Ltd. System and method to naturally join human talking sounds
US20240420725A1 (en) * 2023-06-16 2024-12-19 VoxEQ, Inc. Audio Analytics System And Methods Of Use Thereof
US20240428101A1 (en) * 2023-06-22 2024-12-26 Toyota Connected North America, Inc. Systems and methods of voiceprint authentication and interpolation
KR20250031427A (ko) * 2023-08-28 2025-03-07 현대자동차주식회사 음성 인식 기반 사용자 인증을 위한 방법 및 장치
KR20250116476A (ko) * 2024-01-25 2025-08-01 삼성전자주식회사 텍스트로부터 획득된 합성 음성을 이용하는 전자 장치 및 그 제어 방법
CN117953881A (zh) * 2024-02-18 2024-04-30 暗物质(北京)智能科技有限公司 一种特定人语音识别系统及方法
WO2025202762A1 (en) * 2024-03-29 2025-10-02 Sony Group Corporation Vehicle-based conversational artificial intelligence
US12568144B2 (en) * 2024-05-14 2026-03-03 Oracle International Corporation Assurance of user behavioral patterns in software applications with quasi-supervised clustering
US20250371120A1 (en) * 2024-05-31 2025-12-04 Bank Of America Corporation System and method for authenticating users in a computing system
US12211598B1 (en) * 2024-06-21 2025-01-28 nference, inc. Configuring a generative machine learning model using a syntactic interface

Family Cites Families (91)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US5442696A (en) 1991-12-31 1995-08-15 At&T Corp. Method and apparatus for detecting control signals
US5583933A (en) 1994-08-05 1996-12-10 Mark; Andrew R. Method and apparatus for the secure communication of data
US5570412A (en) 1994-09-28 1996-10-29 U.S. West Technologies, Inc. System and method for updating a location databank
US5724404A (en) 1995-07-03 1998-03-03 Garcia; Max Integrated international telephone circuit monitoring system
CN1133288C (zh) 1996-03-05 2003-12-31 松下电器产业株式会社 位置信息检测系统
US6041116A (en) 1997-05-05 2000-03-21 Aspect Telecommunications Corporation Method and apparatus for controlling outbound calls
US6765531B2 (en) 1999-01-08 2004-07-20 Trueposition, Inc. System and method for interference cancellation in a location calculation, for use in a wireless location system
US6654459B1 (en) 1999-05-25 2003-11-25 At&T Corp. Enhanced agent authentication in virtual contact center
FI110975B (fi) 1999-12-22 2003-04-30 Nokia Corp Huijaamisen estäminen tietoliikennejärjestelmissä
US6735457B1 (en) 1999-12-23 2004-05-11 Bellsouth Intellectual Property Corporation Automatic number capture
US7133792B2 (en) 2000-06-08 2006-11-07 Ensign Holdings, Llc Method and apparatus for calibration over time of histological and physiological biometric markers for authentication
JP4586285B2 (ja) * 2001-03-21 2010-11-24 沖電気工業株式会社 生体情報を利用した個人認証システム
US6914979B2 (en) 2001-04-25 2005-07-05 Adaptive Digital Technologies, Inc. Tone detection
US7787598B2 (en) 2005-06-29 2010-08-31 Nuance Communications, Inc. Method and system for automatic generation and testing of voice applications
JP4254753B2 (ja) * 2005-06-30 2009-04-15 ヤマハ株式会社 話者認識方法
US7545961B2 (en) 2005-12-22 2009-06-09 Daon Holdings Limited Biometric authentication system
JP4403426B2 (ja) 2007-01-09 2010-01-27 サイレックス・テクノロジー株式会社 生体認証装置及び生体認証プログラム
JP2008250089A (ja) * 2007-03-30 2008-10-16 Pioneer Electronic Corp 話者特定装置及び音声認識装置並びに話者特定用プログラム及び音声認識用プログラム
US8050393B2 (en) 2007-05-04 2011-11-01 Confinement Telephony Technology, Llc Method and apparatus for evaluating possible 3-way call events
US8223755B2 (en) 2007-07-20 2012-07-17 Cisco Technology, Inc. Node reputation based on knowledge of PSTN calls
US8260350B2 (en) 2008-10-24 2012-09-04 International Business Machines Corporation Embedded biometrics in telecommunication devices for feature extraction and context identification
US20130101099A9 (en) 2008-11-24 2013-04-25 Tomasz Sarnowski Method and apparatus for telecommunication session authentication using DTMF signaling
US9767806B2 (en) 2013-09-24 2017-09-19 Cirrus Logic International Semiconductor Ltd. Anti-spoofing
US20150112682A1 (en) 2008-12-10 2015-04-23 Agnitio Sl Method for verifying the identity of a speaker and related computer readable medium and computer
US8145562B2 (en) 2009-03-09 2012-03-27 Moshe Wasserblat Apparatus and method for fraud prevention
KR101070527B1 (ko) 2009-04-24 2011-10-05 서울대학교산학협력단 빛 퍼짐을 이용한 상호작용깊이 측정장치, 측정방법 및 이를 이용한 양전자 방출 단층촬영장치
US8311218B2 (en) 2009-06-30 2012-11-13 Cisco Technology, Inc. Rounding for security
US8085907B2 (en) 2009-08-21 2011-12-27 International Business Machines Corporation Dynamic control of voice mail delivery sequence
NL1037238C2 (en) 2009-08-31 2011-03-03 V S N Beheer B V A method of and a device for quantifying a tone signal received in a telecommunications network.
US8831760B2 (en) 2009-10-01 2014-09-09 (CRIM) Centre de Recherche Informatique de Montreal Content based audio copy detection
US8385888B2 (en) 2009-12-14 2013-02-26 Research In Motion Limited Authentication of mobile devices over voice channels
EP2604057A4 (en) 2010-08-13 2017-07-12 Nokia Technologies Oy Apparatus and method for evaluating voice quality in a mobile network
US8768648B2 (en) 2010-09-30 2014-07-01 Fitbit, Inc. Selection of display power mode based on sensor data
AU2013200450B2 (en) 2012-01-30 2014-10-02 Accenture Global Services Limited System and method for face capture and matching
US8925058B1 (en) 2012-03-29 2014-12-30 Emc Corporation Authentication involving authentication operations which cross reference authentication factors
US9502038B2 (en) 2013-01-28 2016-11-22 Tencent Technology (Shenzhen) Company Limited Method and device for voiceprint recognition
US9172808B2 (en) 2013-02-22 2015-10-27 Verint Americas Inc. Systems and methods for identifying a caller
US9865266B2 (en) 2013-02-25 2018-01-09 Nuance Communications, Inc. Method and apparatus for automated speaker parameters adaptation in a deployed speaker verification system
JP2014170488A (ja) 2013-03-05 2014-09-18 Glory Ltd 推定顔生成装置、顔照合装置、推定顔生成方法及び推定顔生成プログラム
US9060057B1 (en) 2013-03-07 2015-06-16 Serdar Artun Danis Systems and methods for caller ID authentication, spoof detection and list based call handling
US9372976B2 (en) 2013-03-20 2016-06-21 Dror Bukai Automatic learning multi-modal fraud prevention (LMFP) system
GB2517952B (en) 2013-09-05 2017-05-31 Barclays Bank Plc Biometric verification using predicted signatures
US9401148B2 (en) 2013-11-04 2016-07-26 Google Inc. Speaker verification using neural networks
US20160293167A1 (en) 2013-10-10 2016-10-06 Google Inc. Speaker recognition using neural networks
US9391807B2 (en) 2013-10-31 2016-07-12 Invisible Intelligence, Llc Audio recording system and apparatus
US10157272B2 (en) 2014-02-04 2018-12-18 Qualcomm Incorporated Systems and methods for evaluating strength of an audio password
US9167078B2 (en) 2014-02-28 2015-10-20 Invoca, Inc. Systems and methods of processing inbound calls
US9412365B2 (en) 2014-03-24 2016-08-09 Google Inc. Enhanced maximum entropy models
US20160292149A1 (en) * 2014-08-02 2016-10-06 Google Inc. Word sense disambiguation using hypernyms
CA3186147A1 (en) 2014-08-28 2016-02-28 Kevin Alan Tussy Facial recognition authentication system including path parameters
US9405967B2 (en) 2014-09-03 2016-08-02 Samet Privacy Llc Image processing apparatus for facial recognition
DE102014225592A1 (de) 2014-12-11 2016-06-16 Smiths Heimann Gmbh Personenidentifikation für mehrstufige Personenkontrollen
US10476872B2 (en) 2015-02-20 2019-11-12 Sri International Joint speaker authentication and key phrase identification
US11823658B2 (en) 2015-02-20 2023-11-21 Sri International Trial-based calibration for audio-based identification, recognition, and detection system
US20160269411A1 (en) 2015-03-12 2016-09-15 Ronen MALACHI System and Method for Anonymous Biometric Access Control
US20160314616A1 (en) 2015-04-23 2016-10-27 Sungwook Su 3d identification system with facial forecast
US9978374B2 (en) 2015-09-04 2018-05-22 Google Llc Neural networks for speaker verification
JP6556575B2 (ja) 2015-09-15 2019-08-07 株式会社東芝 音声処理装置、音声処理方法及び音声処理プログラム
KR102446392B1 (ko) 2015-09-23 2022-09-23 삼성전자주식회사 음성 인식이 가능한 전자 장치 및 방법
US10366687B2 (en) 2015-12-10 2019-07-30 Nuance Communications, Inc. System and methods for adapting neural network acoustic models
US10235467B2 (en) 2015-12-11 2019-03-19 Samsung Electronics Co., Ltd. Providing search results based on an estimated age of a current user of a mobile computing device
CN105513597B (zh) 2015-12-30 2018-07-10 百度在线网络技术（北京）有限公司 声纹认证处理方法及装置
US20170222960A1 (en) 2016-02-01 2017-08-03 Linkedin Corporation Spam processing with continuous model training
US10235994B2 (en) 2016-03-04 2019-03-19 Microsoft Technology Licensing, Llc Modular deep learning model
US10460747B2 (en) 2016-05-10 2019-10-29 Google Llc Frequency based audio analysis using neural networks
US10397256B2 (en) 2016-06-13 2019-08-27 Microsoft Technology Licensing, Llc Spam classification system based on network flow data
GB2551715A (en) 2016-06-27 2018-01-03 Image Capture Ltd A system and method for determining the age of an individual
US10257591B2 (en) 2016-08-02 2019-04-09 Pindrop Security, Inc. Call classification through analysis of DTMF events
CN107785015A (zh) * 2016-08-26 2018-03-09 阿里巴巴集团控股有限公司 一种语音识别方法及装置
WO2018053537A1 (en) 2016-09-19 2018-03-22 Pindrop Security, Inc. Improvements of speaker recognition in the call center
CA3179080A1 (en) 2016-09-19 2018-03-22 Pindrop Security, Inc. Channel-compensated low-level features for speaker recognition
US10360494B2 (en) 2016-11-30 2019-07-23 Altumview Systems Inc. Convolutional neural network (CNN) system based on resolution-limited small-scale CNN modules
US10032451B1 (en) * 2016-12-20 2018-07-24 Amazon Technologies, Inc. User recognition for speech processing systems
US10140980B2 (en) 2016-12-21 2018-11-27 Google LCC Complex linear projection for acoustic modeling
US20180197548A1 (en) 2017-01-09 2018-07-12 Onu Technology Inc. System and method for diarization of speech, automated generation of transcripts, and automatic information extraction
US20180293221A1 (en) * 2017-02-14 2018-10-11 Microsoft Technology Licensing, Llc Speech parsing with intelligent assistant
AU2018226844B2 (en) 2017-03-03 2021-11-18 Pindrop Security, Inc. Method and apparatus for detecting spoofing conditions
CN107068167A (zh) 2017-03-13 2017-08-18 广东顺德中山大学卡内基梅隆大学国际联合研究院 融合多种端到端神经网络结构的说话人感冒症状识别方法
CN109147770B (zh) 2017-06-16 2023-07-28 阿里巴巴集团控股有限公司 声音识别特征的优化、动态注册方法、客户端和服务器
US10311872B2 (en) 2017-07-25 2019-06-04 Google Llc Utterance classifier
US10963781B2 (en) 2017-08-14 2021-03-30 Microsoft Technology Licensing, Llc Classification of audio segments using a classification network
US11562243B2 (en) * 2017-11-17 2023-01-24 Meta Platforms, Inc. Machine-learning models based on non-local neural networks
EP3496090A1 (en) 2017-12-07 2019-06-12 Thomson Licensing Device and method for privacy-preserving vocal interaction
US20190236102A1 (en) * 2018-01-29 2019-08-01 Planet Data Solutions System and method for differential document analysis and storage
US10418957B1 (en) 2018-06-29 2019-09-17 Amazon Technologies, Inc. Audio event detection
US10388272B1 (en) * 2018-12-04 2019-08-20 Sorenson Ip Holdings, Llc Training speech recognition systems using word sequences
EP3906548A4 (en) * 2018-12-31 2022-10-05 HED Technologies Sarl SYSTEMS AND METHODS FOR LANGUAGE IDENTIFICATION AND ANALYSIS
US10964330B2 (en) * 2019-05-13 2021-03-30 Cisco Technology, Inc. Matching speakers to meeting audio
DK201970510A1 (en) * 2019-05-31 2021-02-11 Apple Inc Voice identification in digital assistant systems
FR3098000B1 (fr) * 2019-06-27 2022-05-13 Ea4T Procédé et dispositif d’obtention d’une réponse à partir d’une question orale posée à une interface homme-machine.
WO2021211836A1 (en) 2020-04-15 2021-10-21 Pindrop Security, Inc. Passive and continuous multi-speaker voice biometrics

Also Published As

Publication number Publication date
US20210326421A1 (en) 2021-10-21
KR20230011307A (ko) 2023-01-20
EP4136637A1 (en) 2023-02-22
JP2023521768A (ja) 2023-05-25
US20260057057A1 (en) 2026-02-26
US12488072B2 (en) 2025-12-02
AU2021254787A1 (en) 2022-10-27
JP7817946B2 (ja) 2026-02-19
EP4136637A4 (en) 2024-04-17
WO2021211836A1 (en) 2021-10-21

Similar Documents

Publication Publication Date Title
US12488072B2 (en) Passive and continuous multi-speaker voice biometrics
US12424224B2 (en) Limiting identity space for voice biometric authentication
US12437751B2 (en) Systems and methods of speaker-independent embedding for identification and verification from audio
US11620104B2 (en) User interface customization based on speaker characteristics
US11238142B2 (en) Enrollment with an automated assistant
US12056956B2 (en) Enrollment with an automated assistant
US6161090A (en) Apparatus and methods for speaker verification/identification/classification employing non-acoustic and/or acoustic models and databases
TW201903753A (zh) 用於說話者驗證的方法、設備及系統
US12190905B2 (en) Speaker recognition with quality indicators
US10984795B2 (en) Electronic apparatus and operation method thereof
CN117636844A (zh) 用于处理虚拟个人助理的命令音频的方法和装置
EP4623374A1 (en) Behavioral biometrics using keypress temporal information
CN112513845A (zh) 与语音使能设备的暂时账户关联

Legal Events

Date Code Title Description
D11 Substantive examination requested

Free format text: ST27 STATUS EVENT CODE: A-1-1-D10-D11-D117 (AS PROVIDED BY THE NATIONAL OFFICE); EVENT TEXT: REQUEST FOR EXAMINATION RECEIVED

Effective date: 20250321

P11 Amendment of application requested

Free format text: ST27 STATUS EVENT CODE: A-1-1-P10-P11-P101 (AS PROVIDED BY THE NATIONAL OFFICE); EVENT TEXT: AMENDMENT RECEIVED - VOLUNTARY AMENDMENT

Effective date: 20250321

W00 Other event occurred

Free format text: ST27 STATUS EVENT CODE: A-1-1-W10-W00-W111 (AS PROVIDED BY THE NATIONAL OFFICE); EVENT TEXT: CORRESPONDENT DETERMINED COMPLIANT

Effective date: 20250326

MFA Maintenance fee for application paid

Free format text: FEE DESCRIPTION TEXT: MF (APPLICATION, 4TH ANNIV.) - STANDARD

Year of fee payment: 4

U00 Fee paid

Free format text: ST27 STATUS EVENT CODE: A-1-1-U10-U00-U101 (AS PROVIDED BY THE NATIONAL OFFICE); EVENT TEXT: MAINTENANCE REQUEST RECEIVED

Effective date: 20250402

U11 Full renewal or maintenance fee paid

Free format text: ST27 STATUS EVENT CODE: A-1-1-U10-U11-U102 (AS PROVIDED BY THE NATIONAL OFFICE); EVENT TEXT: MAINTENANCE FEE PAYMENT PAID IN FULL

Effective date: 20250402

D00 Search and/or examination requested or commenced

Free format text: ST27 STATUS EVENT CODE: A-1-1-D10-D00-D118 (AS PROVIDED BY THE NATIONAL OFFICE); EVENT TEXT: REQUEST FOR EXAMINATION REQUIREMENTS DETERMINED COMPLIANT

Effective date: 20250414

P11 Amendment of application requested

Free format text: ST27 STATUS EVENT CODE: A-1-1-P10-P11-P102 (AS PROVIDED BY THE NATIONAL OFFICE); EVENT TEXT: AMENDMENT DETERMINED COMPLIANT

Effective date: 20250414

P13 Application amended

Free format text: ST27 STATUS EVENT CODE: A-1-1-P10-P13-X000 (AS PROVIDED BY THE NATIONAL OFFICE); EVENT TEXT: APPLICATION AMENDED

Effective date: 20250414

D11 Substantive examination requested

Free format text: ST27 STATUS EVENT CODE: A-1-2-D10-D11-D155 (AS PROVIDED BY THE NATIONAL OFFICE); EVENT TEXT: ALL REQUIREMENTS FOR EXAMINATION DETERMINED COMPLIANT

Effective date: 20250501

W00 Other event occurred

Free format text: ST27 STATUS EVENT CODE: A-2-2-W10-W00-W100 (AS PROVIDED BY THE NATIONAL OFFICE); EVENT TEXT: LETTER SENT

Effective date: 20250516

MFA Maintenance fee for application paid

Free format text: FEE DESCRIPTION TEXT: MF (APPLICATION, 5TH ANNIV.) - STANDARD

Year of fee payment: 5

U00 Fee paid

Free format text: ST27 STATUS EVENT CODE: A-2-2-U10-U00-U101 (AS PROVIDED BY THE NATIONAL OFFICE); EVENT TEXT: MAINTENANCE REQUEST RECEIVED

Effective date: 20260401

U11 Full renewal or maintenance fee paid

Free format text: ST27 STATUS EVENT CODE: A-2-2-U10-U11-U102 (AS PROVIDED BY THE NATIONAL OFFICE); EVENT TEXT: MAINTENANCE FEE PAYMENT PAID IN FULL

Effective date: 20260401

D15 Examination report completed

Free format text: ST27 STATUS EVENT CODE: A-2-2-D10-D15-D126 (AS PROVIDED BY THE NATIONAL OFFICE); EVENT TEXT: EXAMINER'S REPORT

Effective date: 20260416