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Investigation on secure speaker verification based on vocal liveness detection

Research Project

Project/Area Number 26280066
Research Category

Grant-in-Aid for Scientific Research (B)

Allocation TypePartial Multi-year Fund
Section一般
Research Field Perceptual information processing
Research InstitutionNational Institute of Informatics

Principal Investigator

Yamagishi Junichi  国立情報学研究所, コンテンツ科学研究系, 准教授 (70709352)

Co-Investigator(Kenkyū-buntansha) 松井 知子  統計数理研究所, モデリング研究系, 教授 (10370090)
越前 功  国立情報学研究所, コンテンツ科学研究系, 教授 (30462188)
小野 順貴  国立情報学研究所, 情報プリンシプル研究系, 准教授 (80334259)
塩田 さやか  首都大学東京, システムデザイン研究科, 助教 (90705039)
Project Period (FY) 2014-04-01 – 2017-03-31
Project Status Completed (Fiscal Year 2016)
Budget Amount *help
¥16,250,000 (Direct Cost: ¥12,500,000、Indirect Cost: ¥3,750,000)
Fiscal Year 2016: ¥4,160,000 (Direct Cost: ¥3,200,000、Indirect Cost: ¥960,000)
Fiscal Year 2015: ¥5,460,000 (Direct Cost: ¥4,200,000、Indirect Cost: ¥1,260,000)
Fiscal Year 2014: ¥6,630,000 (Direct Cost: ¥5,100,000、Indirect Cost: ¥1,530,000)
Keywords生体認証 / 話者照合 / 詐称 / 生体検知 / 音声合成 / 声質変換 / 知覚情報処理 / 音声情報処理 / PAD / Anti spoofing / 人間情報学
Outline of Final Research Achievements

Among various biometrics, speech-based biometrics called speaker verification becomes popular recently and has been adopted for various applications in society and industry because it can be conveniently utilized based on a microphone only. However, it is also reported that spoofing of speaker verification is possible using recently advanced speech synthesis and voice transformation techniques. For this problem, we have introduced a novel technique called liveness detection or anti-spoofing for speaker verification systems to verify if an inputted speech signal is really produced by a live human or not. We have also constructed the first large-scale spoofed speech database in the world and have organized events where participants compete the accuracy of their anti-spoofing techniques on the same corpus. Moreover, we showed that it is possible to discriminate live human speech from speech replayed from loudspeakers using a pop noise, which is a distorted signal caused by breath.

Report

(4 results)
  • 2016 Annual Research Report   Final Research Report ( PDF )
  • 2015 Annual Research Report
  • 2014 Annual Research Report
  • Research Products

    (53 results)

All 2017 2016 2015 2014 Other

All Int'l Joint Research (11 results) Journal Article (4 results) (of which Int'l Joint Research: 2 results,  Peer Reviewed: 4 results,  Open Access: 1 results) Presentation (31 results) (of which Int'l Joint Research: 14 results,  Invited: 2 results) Book (3 results) Remarks (3 results) Patent(Industrial Property Rights) (1 results)

  • [Int'l Joint Research] エジンバラ大学(英国)

    • Related Report
      2016 Annual Research Report
  • [Int'l Joint Research] EURECOM研究所(フランス)

    • Related Report
      2016 Annual Research Report
  • [Int'l Joint Research] アルト大学/東フィンランド大学(フィンランド)

    • Related Report
      2016 Annual Research Report
  • [Int'l Joint Research] Institute for Infocomm Research(シンガポール)

    • Related Report
      2016 Annual Research Report
  • [Int'l Joint Research] 中国科学技術大学(中国)

    • Related Report
      2016 Annual Research Report
  • [Int'l Joint Research] University of East Finland(フィンランド)

    • Related Report
      2015 Annual Research Report
  • [Int'l Joint Research] Eurecom(フランス)

    • Related Report
      2015 Annual Research Report
  • [Int'l Joint Research] University of Edinburgh(英国)

    • Related Report
      2015 Annual Research Report
  • [Int'l Joint Research] 中国科学技術大学(中国)

    • Related Report
      2015 Annual Research Report
  • [Int'l Joint Research] University of Texas(米国)

    • Related Report
      2015 Annual Research Report
  • [Int'l Joint Research]

    • Related Report
      2015 Annual Research Report
  • [Journal Article] ASVspoof: the Automatic Speaker Verification Spoofing and Countermeasures Challenge2017

    • Author(s)
      Zhizheng Wu, Junichi Yamagishi, Tomi Kinnunen, Cemal Hanilci, Md Sahidullah, Aleksandr Sizov, Nicholas Evans, Massimiliano Todisco, Hector Delgado,
    • Journal Title

      IEEE Journal of Selected Topics in Signal Processing

      Volume: 11(4) Issue: 4 Pages: 1-17

    • DOI

      10.1109/jstsp.2017.2671435

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Anti-Spoofing for Text-Independent Speaker Verification: An Initial Database, Comparison of Countermeasures, and Human Performance2016

    • Author(s)
      Zhizheng Wu, Phillip L. De Leon, Cenk Demiroglu, Ali Khodabakhsh, Simon King, Zhen-Hua Ling, Daisuke Saito, Bryan Stewart, Tomoki Toda, Mirjam Wester, and Junichi Yamagishi
    • Journal Title

      IEEE/ACM Transactions on Audio, Speech, and Language Processing

      Volume: 24 (4) Issue: 4 Pages: 768-783

    • DOI

      10.1109/taslp.2016.2526653

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Spoofing and countermeasures for speaker verification: a survey2015

    • Author(s)
      Zhizheng Wu, Nicholas Evans, Tomi Kinnunen, Junichi Yamagishi, Federico Alegre, Haizhou Li
    • Journal Title

      Speech Communication

      Volume: 66 Pages: 130-153

    • DOI

      10.1016/j.specom.2014.10.005

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed
  • [Journal Article] SAS : A SPEAKER VERIFICATION SPOOFING DATABASE CONTAINING DIVERSE ATTACKS2015

    • Author(s)
      Zhizheng Wu, Ali Khodabakhsh, Cenk Demiroglu, Junichi Yamagishi, Daisuke Saito, Tomoki Toda, Simon King
    • Journal Title

      40th International Conference on Acoustics, Speech and Signal Processing (ICASSP) 2015

      Volume: 1 Pages: 4440-4444

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed
  • [Presentation] The ASVspoof 2017 Challenge: Assessing the Limits of Replay Spoofing Attack Detection2017

    • Author(s)
      Tomi Kinnunen, Md Sahidullah, Hector Delgado, Massimiliano Todisco, Nicholas Evans, Junichi Yamagishi, Kong Aik Lee
    • Organizer
      Interspeech 2017
    • Place of Presentation
      Stockholm, Sweden
    • Year and Date
      2017-08-20
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 非線形帯域拡張法に基づく話者照合とその応用2017

    • Author(s)
      中西 亮介, 塩田 さやか, 貴家 仁志
    • Organizer
      日本音響学会春季大会
    • Place of Presentation
      神奈川県 明治大学生田キャンパス
    • Year and Date
      2017-03-15
    • Related Report
      2016 Annual Research Report
  • [Presentation] 非線形帯域拡張法に基づく音声認識の改善2017

    • Author(s)
      塩田 さやか, 貴家 仁志
    • Organizer
      日本音響学会春季大会
    • Place of Presentation
      神奈川県 明治大学生田キャンパス
    • Year and Date
      2017-03-15
    • Related Report
      2016 Annual Research Report
  • [Presentation] 話者照合のための発話長を考慮した位相整数化に関する検討2017

    • Author(s)
      仲野 詩織, 塩田 さやか, 貴家 仁志
    • Organizer
      日本音響学会春季大会
    • Place of Presentation
      神奈川県 明治大学生田キャンパス
    • Year and Date
      2017-03-15
    • Related Report
      2016 Annual Research Report
  • [Presentation] ポップノイズに含まれる音素情報を用いた声の生体検知と話者照合システムの統合2017

    • Author(s)
      望月 紫穂野, 塩田 さやか, 貴家 仁志
    • Organizer
      日本音響学会春季大会
    • Place of Presentation
      神奈川県 明治大学生田キャンパス
    • Year and Date
      2017-03-15
    • Related Report
      2016 Annual Research Report
  • [Presentation] ADAPTING AND CONTROLLING DNN-BASED SPEECH SYNTHESIS USING INPUT CODES2017

    • Author(s)
      Hieu-Thi Luong, Shinji Takaki, Gustav Eje Henter, Junichi Yamagishi
    • Organizer
      The 42nd IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP 2017)
    • Place of Presentation
      HILTON NEW ORLEANS RIVERSIDE (New Orleans, USA)
    • Year and Date
      2017-03-05
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] NON-PARALLEL VOICE CONVERSION USING I-VECTOR PLDA: TOWARDS UNIFYING SPEAKER VERIFICATION AND TRANSFORMATION2017

    • Author(s)
      Tomi Kinnunen, Lauri Juvela, Paavo Alku, Junichi Yamagishi
    • Organizer
      The 42nd IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP 2017)
    • Place of Presentation
      HILTON NEW ORLEANS RIVERSIDE (New Orleans, USA)
    • Year and Date
      2017-03-05
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 非線形帯域拡張法に基づく話者照合の検討2017

    • Author(s)
      中西 亮介, 塩田 さやか, 貴家 仁志
    • Organizer
      情報処理学会 音声言語情報処理研究会
    • Place of Presentation
      香川 琴平グランドホテル桜の抄
    • Year and Date
      2017-02-17
    • Related Report
      2016 Annual Research Report
  • [Presentation] 話者照合のための整数化を用いた位相情報抽出に関する考察2016

    • Author(s)
      仲野 詩織, 塩田 さやか, 貴家 仁志
    • Organizer
      電子情報通信学会 音声研究会
    • Place of Presentation
      NTT武蔵野研究開発センター
    • Year and Date
      2016-12-20
    • Related Report
      2016 Annual Research Report
  • [Presentation] Ensemble Based Speaker Verification Using Adapted Score Fusion in Noisy Reverberant Environments2016

    • Author(s)
      Ryosuke NAKANISHI, Sayaka SHIOTA, and Hitoshi KIYA
    • Organizer
      APSIPA Annual Summit and Conference
    • Place of Presentation
      Jeju, Korea
    • Year and Date
      2016-12-13
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 話者照合のためのポップノイズに含まれる音素情報を用いた声の生体検知の検討2016

    • Author(s)
      望月 紫穂野, 塩田 さやか, 貴家 仁志
    • Organizer
      日本音響学会秋季大会
    • Place of Presentation
      富山大学五福キャンパス
    • Year and Date
      2016-09-14
    • Related Report
      2016 Annual Research Report
  • [Presentation] The Voice Conversion Challenge 20162016

    • Author(s)
      Tomoki Toda, Ling-Hui Chen, Daisuke Saito, Fernando Villavicencio, Mirjam Wester, Zhizheng Wu, Junichi Yamagishi
    • Organizer
      Interspeech 2016
    • Place of Presentation
      Hyatt Regency (San Francisco USA)
    • Year and Date
      2016-09-08
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Analysis of the Voice Conversion Challenge 2016 Evaluation Results2016

    • Author(s)
      Mirjam Wester, Zhizheng Wu, Junichi Yamagishi
    • Organizer
      Interspeech 2016
    • Place of Presentation
      Hyatt Regency (San Francisco USA)
    • Year and Date
      2016-09-08
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] A study of sentence design based on pop-noise balance for voice liveness detection2016

    • Author(s)
      Shihono MOCHIZUKI, Sayaka SHIOTA, and Hitoshi KIYA
    • Organizer
      Workshop on Community-centric Systems as Interdisciplinary Study
    • Place of Presentation
      Hachioji, Tokyo, Japan
    • Year and Date
      2016-08-22
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] VOICE LIVENESS DETECTION FOR SPEAKER VERIFICATION BASED ON A TANDEM SINGLE/DOUBLE-CHANNEL POP NOISE DETECTOR2016

    • Author(s)
      Sayaka SHIOTA, Fernando Villaviencio, Junichi YAMAGISHI, Nobutaka ONO, Isao ECHIZEN, and Tomoko MATSUI
    • Organizer
      The Speaker and Language Recognition Workshop Odyssey
    • Place of Presentation
      Bilbao, Spain
    • Year and Date
      2016-06-21
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] VOICE LIVENESS DETECTION FOR SPEAKER VERIFICATION BASED ON A TANDEM SINGLE/DOUBLE-CHANNEL POP NOISE DETECTOR2016

    • Author(s)
      Sayaka Shiota, Fernando Villavicencio, Junichi Yamagishi, Nobutaka Ono, Isao Echizen and Tomoko Matsui
    • Organizer
      Odyssey 2016
    • Place of Presentation
      Bilbao, Spain
    • Year and Date
      2016-06-21
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 声の生体検知のためのポップノイズの音素バランスを考慮したプロンプト文についての考察2016

    • Author(s)
      望月 紫穂野, 塩田 さやか, 貴家 仁志
    • Organizer
      情報処理学会音楽情報科学研究会
    • Place of Presentation
      東海大学 高輪キャンパス
    • Year and Date
      2016-05-21
    • Related Report
      2016 Annual Research Report
  • [Presentation] 音素情報を考慮した話者照合のための声の生体検知の検討2016

    • Author(s)
      塩田さやか,Fernando Villaviencio,山岸順一,小野順貴,越前 功,松井知子
    • Organizer
      音声研究会(SP) 信学技報
    • Place of Presentation
      大分県別府市 別府国際コンベンションセンターBcon Plaza
    • Year and Date
      2016-03-28
    • Related Report
      2015 Annual Research Report
  • [Presentation] 残響環境下における話者照合のための逐次適応を用いたスコア統合重みの推定2016

    • Author(s)
      中西亮介, 塩田さやか, 貴家仁志
    • Organizer
      音声研究会(SP) 信学技報
    • Place of Presentation
      大分県別府市 別府国際コンベンションセンターBcon Plaza
    • Year and Date
      2016-03-28
    • Related Report
      2015 Annual Research Report
  • [Presentation] ステレオ/モノラルポップノイズ検出法の縦列接続による話者照合のための声の生体検知2016

    • Author(s)
      塩田さやか,Fernando Villaviencio,山岸順一,小野順貴,越前 功,松井知子
    • Organizer
      2016年春季研究発表
    • Place of Presentation
      神奈川県横浜市桐蔭横浜大学
    • Year and Date
      2016-03-09
    • Related Report
      2015 Annual Research Report
  • [Presentation] Towards Noise-Robust Automatic Speaker Verification Using Pop Noise2015

    • Author(s)
      Ryosuke NAKANISHI, Sayaka SHIOTA, Hitoshi KIYA
    • Organizer
      Proc. International Workshop on Community centric Systems
    • Place of Presentation
      首都大学東京, Hino, Tokyo, Japan
    • Year and Date
      2015-11-30
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] ASVspoof 2015: the First Automatic Speaker Verification Spoofing and Countermeasures Challenge2015

    • Author(s)
      Zhizheng Wu, Tomi Kinnunen, Nicholas Evans, Junichi Yamagishi, Cemal Hanilc, Md Sahidullah Aleksandr Sizov
    • Organizer
      Interspeech 2015
    • Place of Presentation
      Dresden, Germany
    • Year and Date
      2015-09-06
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Voice liveness detection algorithms based on pop noise caused by human breath for automatic speaker verification2015

    • Author(s)
      Sayaka Shiota, Fernando Villavicencio, Junichi Yamagishi, Nobutaka Ono, Isao Echizen, Tomoko Matsui
    • Organizer
      Interspeech 2015
    • Place of Presentation
      Dresden, Germany
    • Year and Date
      2015-09-06
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Human vs Machine Spoofing Detection on Wideband and Narrowband Data2015

    • Author(s)
      Mirjam Wester, Zhizheng Wu, Junichi Yamagishi
    • Organizer
      Interspeech 2015
    • Place of Presentation
      Dresden, Germany
    • Year and Date
      2015-09-06
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 話者照合のためのポップノイズの周波数特性を考慮した声の生体検知2015

    • Author(s)
      塩田さやか,Fernando Villaviencio,山岸順一,小野順貴,越前 功,松井知子
    • Organizer
      第107回音声言語情報処理研究会 (SIG-SLP)
    • Place of Presentation
      長野県諏訪市上諏訪温泉 かたくら諏訪湖ホテル
    • Year and Date
      2015-07-16
    • Related Report
      2015 Annual Research Report
  • [Presentation] 話者照合におけるポップノイズの有効性に関する検討2015

    • Author(s)
      仲野 詩織, 中西 亮介, 塩田 さやか, 貴家 仁志
    • Organizer
      第107回音声言語情報処理研究会 (SIG-SLP)
    • Place of Presentation
      長野県諏訪市上諏訪温泉 かたくら諏訪湖ホテル
    • Year and Date
      2015-07-16
    • Related Report
      2015 Annual Research Report
  • [Presentation] SAS : A SPEAKER VERIFICATION SPOOFING DATABASE CONTAINING DIVERSE ATTACKS2015

    • Author(s)
      Zhizheng Wu, Ali Khodabakhsh, Cenk Demiroglu, Junichi Yamagishi, Daisuke Saito, Tomoki Toda, Simon King
    • Organizer
      ICASSP 2015
    • Place of Presentation
      Brisbane, Australia
    • Year and Date
      2015-04-19
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 話者照合のための声の生体検知に関する研究2015

    • Author(s)
      塩田さやか、山岸順一、小野順貴、越前功、松井知子
    • Organizer
      日本音響学会2015年春季研究発表会
    • Place of Presentation
      中央大学後楽園キャンパス(東京都文京区)
    • Year and Date
      2015-03-16 – 2015-03-18
    • Related Report
      2014 Annual Research Report
  • [Presentation] 音声合成で良い音を作る!2015

    • Author(s)
      山岸順一
    • Organizer
      2015 年春季研究発表会特別企画音響学シンポジウム
    • Place of Presentation
      中央大学後楽園キャンパス(東京都文京区)
    • Year and Date
      2015-03-15
    • Related Report
      2014 Annual Research Report
    • Invited
  • [Presentation] 非音響ノイズを用いた話者照合の検討2014

    • Author(s)
      塩田 さやか, 松井 知子, 貴家 仁志
    • Organizer
      日本音響学会秋季研究発表会
    • Place of Presentation
      北海学園大学豊平キャンパス (札幌市豊平区)
    • Year and Date
      2014-09-03
    • Related Report
      2014 Annual Research Report
  • [Presentation] 音声合成の話者適応技術と福祉応用2014

    • Author(s)
      山岸順一
    • Organizer
      音学シンポジウム 2014
    • Place of Presentation
      日本大学 文理学部 百周年記念館(東京都世田谷区)
    • Year and Date
      2014-05-24
    • Related Report
      2014 Annual Research Report
    • Invited
  • [Book] 丸善ライブラリー385「おしゃべりなコンピュータ ―音声合成技術の現在と未来」2015

    • Author(s)
      山岸順一、徳田恵一、戸田智基、みわよしこ
    • Total Pages
      226
    • Publisher
      丸善出版
    • Related Report
      2014 Annual Research Report
  • [Book] "Voice anti-spoofing," Book chapter in “Handbook of Biometric Anti-Spoofing"2014

    • Author(s)
      Nicholas Evans, Tomi Kinnunen, Junichi Yamagishi, Zhizheng Wu, Federico Alegre and Phillip de Leon
    • Total Pages
      281
    • Publisher
      Springer
    • Related Report
      2014 Annual Research Report
  • [Book] "Anti-Spoofing: Voice Databases,” Book chapter in "Encyclopedia of Biometrics",2014

    • Author(s)
      Federico Alegre, Nicholas Evans, Tomi Kinnunen, Zhizheng Wu, Junichi Yamagishi,
    • Total Pages
      1452
    • Publisher
      Springer
    • Related Report
      2014 Annual Research Report
  • [Remarks] ASVspoof challenge 2017

    • URL

      http://www.spoofingchallenge.org

    • Related Report
      2016 Annual Research Report
  • [Remarks] 日本学術振興会 日本学術振興会賞 山岸順一 統計的音声合成における話者適応とその応用

    • URL

      https://www.jsps.go.jp/jsps-prize/ichiran_13th/03_YAMAGISHI.html

    • Related Report
      2016 Annual Research Report
  • [Remarks] ASVspoof 2015

    • URL

      http://www.spoofingchallenge.org

    • Related Report
      2015 Annual Research Report
  • [Patent(Industrial Property Rights)] 生体検知装置、生体検知方法及びプログラム2014

    • Inventor(s)
      山岸順一, 越前功, 小野順貴, 松井知子, 塩田さやか
    • Industrial Property Rights Holder
      大学共同利用機関法人情報・システム研究機構
    • Industrial Property Rights Type
      特許
    • Industrial Property Number
      2014-166271
    • Filing Date
      2014-08-19
    • Related Report
      2014 Annual Research Report

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Published: 2014-04-04   Modified: 2018-03-22  

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