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Study on privacy protection in spoken language

Research Project

Project/Area Number 22650034
Research Category

Grant-in-Aid for Challenging Exploratory Research

Allocation TypeSingle-year Grants
Research Field Perception information processing/Intelligent robotics
Research InstitutionToyohashi University of Technology

Principal Investigator

NAKAGAWA Seiichi  豊橋技術科学大学, 大学院・工学研究科, 教授 (20115893)

Co-Investigator(Kenkyū-buntansha) YAMAMOTO Kazumasa  豊橋技術科学大学, 大学院・工学研究科, 准教授 (40324230)
TSUCHIYA Masatoshi  豊橋技術科学大学, 情報メディア基盤センター, 助教 (70378256)
Project Period (FY) 2010 – 2012
Project Status Completed (Fiscal Year 2012)
Budget Amount *help
¥3,340,000 (Direct Cost: ¥2,800,000、Indirect Cost: ¥540,000)
Fiscal Year 2012: ¥780,000 (Direct Cost: ¥600,000、Indirect Cost: ¥180,000)
Fiscal Year 2011: ¥1,560,000 (Direct Cost: ¥1,200,000、Indirect Cost: ¥360,000)
Fiscal Year 2010: ¥1,000,000 (Direct Cost: ¥1,000,000)
Keywords音声情報処理 / プライバシ保護 / 声質変換 / 音源分離 / 音声認識 / 人名抽出 / 人名除去 / 固有名認識 / 個人情報 / 音声除去 / 音声抽出 / 背景音除去 / VQ / NMF / プライバシ処理 / 音声のプライバシ保護 / 音声のプライバシ除去 / 音声の除去 / 音質変換 / 固有名除去 / 音楽重量音声 / ベクトル量子化
Research Abstract

Spoken language contains speaker characteristics and contents related to privacy information such as personal names. In this study, we developed mixed sound separation techniques based on Vector Quantization and Non-negative Matrix Factorization (NMF), elimination technique of only speech in mixed sound and conversion technique of speaker characteristics. Finally, we developed a personal name detection/elimination method based on the modification of a language model.

Report

(4 results)
  • 2012 Annual Research Report   Final Research Report ( PDF )
  • 2011 Annual Research Report
  • 2010 Annual Research Report
  • Research Products

    (46 results)

All 2013 2012 2011 2010 Other

All Journal Article (7 results) (of which Peer Reviewed: 7 results) Presentation (30 results) Book (6 results) Remarks (3 results)

  • [Journal Article] Class-based n-gram language Model for new words using out-of-vocabulary to in-vocabulary similarity2012

    • Author(s)
      W. Naptali, M. Tsuchiya, S. Nakagawa
    • Journal Title

      Trans. Inf. & Syst.

      Volume: Vol.E95-D Pages: 2308-2316

    • NAID

      10031142847

    • Related Report
      2012 Final Research Report
    • Peer Reviewed
  • [Journal Article] Class-Based N-Gram Language Model for New Words Using Out-of-Vocabulary to In-Vocabulary Similarity2012

    • Author(s)
      W. Naptali, M. Tsuchiya, S. Nakagawa
    • Journal Title

      IEICE Transactions on Information and Systems

      Volume: E95.D Issue: 9 Pages: 2308-2317

    • DOI

      10.1587/transinf.E95.D.2308

    • NAID

      10031142847

    • ISSN
      0916-8532, 1745-1361
    • Related Report
      2012 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Distant speech recognition using a microphone array network2010

    • Author(s)
      A. Y. Nakano, S. Nakagawa, K. Yamamoto
    • Journal Title

      IEICE Trans. Inf. & Syst.

      Volume: Vol.E93-D Pages: 2451-2462

    • NAID

      10027640401

    • Related Report
      2012 Final Research Report
    • Peer Reviewed
  • [Journal Article] Speaker recognition by combining MFCC and phase information in noisy conditions2010

    • Author(s)
      L.Wang
    • Journal Title

      IEICE Trans.Inf. & syst.

      Volume: E93-D,9 Pages: 2392-2406

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Distant speech recognition using a microphone array network2010

    • Author(s)
      A.Y.Nakano
    • Journal Title

      IEICE Trans.Inf. & Syst.

      Volume: E93-D,9 Pages: 2451-2462

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] A spoken dialog system for spontaneous conversations considering response timing and response type2010

    • Author(s)
      R.Nishimura
    • Journal Title

      EEE : IEEJ

      Volume: 6,1

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Distance talking speech recognition based on spectral subtraction by multi-channel LMS algorithm2010

    • Author(s)
      L.Wang
    • Journal Title

      IEICE, Trans.Information & Systems

      Volume: E-94,2 Pages: 659-667

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Presentation] 音声ドキュメント中の人名抽出2013

    • Author(s)
      川口亮,土屋雅稔,中川聖一
    • Organizer
      春季研究発表会
    • Place of Presentation
      東京工科大学八王子キャンパス, 八王子市
    • Year and Date
      2013-03-15
    • Related Report
      2012 Final Research Report
  • [Presentation] ケプストラム距離に基づくNMF の高速化手法とVQ 手法による音楽重畳音声の認識2013

    • Author(s)
      仲野翔一, 山本一公, 中川聖一
    • Organizer
      日本音響学会春季講演論文集
    • Place of Presentation
      東京工科大学八王子キャンパス, 八王子市
    • Year and Date
      2013-03-13
    • Related Report
      2012 Final Research Report
  • [Presentation] Fast NMF based approach and improved VQ based approach for speech recognition from mixed sound2012

    • Author(s)
      S. Nakano, K. Yamamoto, S. Nakagawa
    • Organizer
      Proc. APSIPA
    • Place of Presentation
      California, USA
    • Year and Date
      2012-12-04
    • Related Report
      2012 Final Research Report
  • [Presentation] Improving distant speaker identification robustness using a non-linear regression based dereverberation method in feature domain2012

    • Author(s)
      A. A. Nugraha, S. Nakagawa
    • Organizer
      日本音響学会秋季研究発表会
    • Place of Presentation
      信州大学工学部, 長野市
    • Year and Date
      2012-09-21
    • Related Report
      2012 Final Research Report
  • [Presentation] 音楽重量音声の音声認識のためのNMFによる音楽除去の高速化およびVQ手法の改善2012

    • Author(s)
      仲野翔一, 山本一公, 中川聖一
    • Organizer
      日本音響学会春季研究発表会
    • Place of Presentation
      神奈川大学横浜キャンパス, 横浜市
    • Year and Date
      2012-03-13
    • Related Report
      2012 Final Research Report
  • [Presentation] 音楽重畳音声の音声認識のためのNMFによる音楽除去の高速化およびVQ手法の改善2012

    • Author(s)
      仲野翔一, 山本一公, 中川聖一
    • Organizer
      日本音響学会春季大会講演論文集, 1-P-18
    • Place of Presentation
      神奈川大学(横浜市)
    • Year and Date
      2012-03-13
    • Related Report
      2011 Annual Research Report
  • [Presentation] 残響に頑健な遠隔発話の話者認識の検討2011

    • Author(s)
      嶋田晃太, 山本一公, 中川聖一
    • Organizer
      日本音響学会春季研究発表会
    • Place of Presentation
      神奈川大学横浜キャンパス, 横浜市
    • Year and Date
      2011-08-29
    • Related Report
      2012 Final Research Report
  • [Presentation] Speech recognition in mixed sound of speech and music based on vector quantization and non-negative matrix factorization2011

    • Author(s)
      S. Nakano, K. Yamamoto, S. Nakagawa
    • Organizer
      Proc. Interspeech
    • Place of Presentation
      Florence, Italy
    • Year and Date
      2011-08-29
    • Related Report
      2012 Final Research Report
  • [Presentation] Speech recognition in mixed sound of speech and music based on vector quantization and non-negative matrix factorization2011

    • Author(s)
      S.Nakano, K.Yamamoto, S.Nakagawa
    • Organizer
      Proc.Interspeech, pp.1781-1784
    • Place of Presentation
      フィレンツエ(イタリア)
    • Year and Date
      2011-08-29
    • Related Report
      2011 Annual Research Report
  • [Presentation] 音声認識・検索のための未知語の扱い2011

    • Author(s)
      中川聖一, W. Naptali, 岩見圭祐
    • Organizer
      情報処理学会, 第87回音声言語情報処理研究会
    • Place of Presentation
      札幌市
    • Year and Date
      2011-07-21
    • Related Report
      2012 Final Research Report
  • [Presentation] NMFとVQ手法による音楽重畳音声の音声認識2011

    • Author(s)
      仲野翔一, 山本一公, 中川聖一
    • Organizer
      電子情報通信学会,音声研究会
    • Place of Presentation
      名古屋大学, 名古屋市
    • Year and Date
      2011-06-23
    • Related Report
      2012 Final Research Report
  • [Presentation] NMFとVQ手法による音楽重畳音声の音声認識2011

    • Author(s)
      仲野翔一, 山本一公, 中川聖一
    • Organizer
      電子情報通信学会,音声技報,SP2011-34
    • Place of Presentation
      名古屋大学(名古屋市)
    • Year and Date
      2011-06-23
    • Related Report
      2011 Annual Research Report
  • [Presentation] NMFとVQ手法による音楽重量音声の音楽除去と音声認識2011

    • Author(s)
      仲野翔一, 山本一公, 中川聖一
    • Organizer
      日本音響学会春季研究発表会
    • Place of Presentation
      早稲田大学, 東京都
    • Year and Date
      2011-03-10
    • Related Report
      2012 Final Research Report
  • [Presentation] Class-based n-gram language model for a out-of-vocabulary words2011

    • Author(s)
      W. Naptali, M. Tsuchiya, S. Nakagawa
    • Organizer
      日本音響学会春季研究発表会
    • Place of Presentation
      早稲田大学, 東京都
    • Year and Date
      2011-03-10
    • Related Report
      2012 Final Research Report
  • [Presentation] 国際会議英語発表における発音評価のための新しい特徴量の検討2011

    • Author(s)
      木菱裕志
    • Organizer
      日本音響学会春季講演
    • Place of Presentation
      早稲田大学
    • Year and Date
      2011-03-10
    • Related Report
      2010 Annual Research Report
  • [Presentation] 大規模コーパスを用いた固有表現抽出手法の検討2011

    • Author(s)
      南和江, 藤井康寿, 土屋雅稔, 中川聖一
    • Organizer
      言語処理学会, 第17回年次大会
    • Place of Presentation
      豊橋技術科学大学, 豊橋市
    • Year and Date
      2011-03-08
    • Related Report
      2012 Final Research Report
  • [Presentation] Automatic detection of edited parts in inexact transcribed corpora based on alignment between edited transcription and corresponding utterance2011

    • Author(s)
      K.Ohta
    • Organizer
      Proc.11th Wseas International Conf.MUSP-11
    • Place of Presentation
      ベニス(イタリア)
    • Year and Date
      2011-03-08
    • Related Report
      2010 Annual Research Report
  • [Presentation] Large vocabulary speech recognition system : SPOJUS++2011

    • Author(s)
      K.Fujii
    • Organizer
      Proc.11th Wseas International Conf.MUSP-11
    • Place of Presentation
      ベニス(イタリア)
    • Year and Date
      2011-03-08
    • Related Report
      2010 Annual Research Report
  • [Presentation] Modeling out-of-vocabulary words using multi class-based n-gram language model for automatic speech recognition2011

    • Author(s)
      W. Naptali, M. Tsuchiya, S. Nakagawa
    • Organizer
      第5回音声ドキュメント処理ワークショップ
    • Place of Presentation
      豊橋技術科学大学, 豊橋市
    • Year and Date
      2011-03-07
    • Related Report
      2012 Final Research Report
  • [Presentation] 整形された会議録とその原音声のアライメントに基づく整形箇所の自動検出2011

    • Author(s)
      太田健吾
    • Organizer
      第5回音声ドキュメント処理ワークショップ
    • Place of Presentation
      豊橋技術科学大学
    • Year and Date
      2011-03-07
    • Related Report
      2010 Annual Research Report
  • [Presentation] Hidden Conditional Neural Field を用いた音声認識における目的関数と階層的音素事後確率特徴量の検討2011

    • Author(s)
      藤井康寿
    • Organizer
      情報処理学会,音声言語情報処理
    • Place of Presentation
      福山市
    • Year and Date
      2011-02-05
    • Related Report
      2010 Annual Research Report
  • [Presentation] Multi class-based n-gram language model for new words using Web data2011

    • Author(s)
      W. Naptali, M.Tsuchiya, S. Nakagawa
    • Organizer
      Proc. 11th Wseas International Conf.
    • Place of Presentation
      Venice, Italy
    • Related Report
      2012 Final Research Report
  • [Presentation] Hidden conditional neural fieldsを用いた音声認識の検討2010

    • Author(s)
      藤井康寿
    • Organizer
      情報処理学会,音声言語情報処理研究会
    • Place of Presentation
      早稲田大学
    • Year and Date
      2010-10-29
    • Related Report
      2010 Annual Research Report
  • [Presentation] Improving the readability of class lecture ASR results using a confusion network2010

    • Author(s)
      Y.Fujii
    • Organizer
      Proc.Interspeech
    • Place of Presentation
      幕張(日本)
    • Year and Date
      2010-09-30
    • Related Report
      2010 Annual Research Report
  • [Presentation] Automatic evaluation of English pronunciation by Japanese speakers using various acoustic features and pattern recognition techniques2010

    • Author(s)
      S.Nakagawa
    • Organizer
      Proc.Interspeech
    • Place of Presentation
      幕張(日本)
    • Year and Date
      2010-09-27
    • Related Report
      2010 Annual Research Report
  • [Presentation] Evaluation of privacy protection techniques for speech signals2010

    • Author(s)
      K. Yamamoto, S. Nakagawa
    • Organizer
      Proc.Int. Conf. Information Processing and Management of Uncertainty in Knowledge-Based Systems
    • Place of Presentation
      Dortmund, Germany
    • Related Report
      2012 Final Research Report
  • [Presentation] ケプストラム距離に基づくNMFの高速化手法とVQ手法による音楽重畳音声の認識

    • Author(s)
      仲野翔一,山本一公, 中川聖一
    • Organizer
      日本音響学会 2013年春季研究発表会
    • Place of Presentation
      東京工科大学八王子キャンパス
    • Related Report
      2012 Annual Research Report
  • [Presentation] 音声ドキュメント中の人名抽出

    • Author(s)
      川口亮,土屋雅稔,中川聖一
    • Organizer
      日本音響学会 2013年春季研究発表会
    • Place of Presentation
      東京工科大学八王子キャンパス
    • Related Report
      2012 Annual Research Report
  • [Presentation] Fast NMF based approach and improved VQ based approach for speech recognition from mixed sound

    • Author(s)
      S. Nakano, K. Yamamoto, S. Nakagawa
    • Organizer
      Proc. APSIPA
    • Place of Presentation
      Loews Hollywood Hotel, California, USA
    • Related Report
      2012 Annual Research Report
  • [Presentation] Improving distant speaker identification robustness using a non-linear regression based dereverberation method in feature domain

    • Author(s)
      A. A. Nugraha, S. Nakagawa
    • Organizer
      日本音響学会 2012年秋季研究発表会
    • Place of Presentation
      信州大学工学部(長野市)
    • Related Report
      2012 Annual Research Report
  • [Book] 音声言語処理と自然言語処理2013

    • Author(s)
      中川聖一, 小林聡, 峯松信明, 宇津呂武仁, 秋葉友良, 北岡教英, 山本幹雄, 甲斐充彦, 山本一公, 土屋雅稔
    • Total Pages
      264
    • Publisher
      コロナ社
    • Related Report
      2012 Final Research Report
  • [Book] 音声言語処理と自然言語処理2013

    • Author(s)
      中川聖一,小林聡,峯松信明,宇津呂武仁,秋葉友良,北岡教英,山本幹雄,甲斐充彦,山本一公,土屋雅稔
    • Total Pages
      264
    • Publisher
      コロナ社
    • Related Report
      2012 Annual Research Report
  • [Book] 情報理論-基礎から応用まで-2010

    • Author(s)
      中川聖一
    • Total Pages
      242
    • Publisher
      近代科学社
    • Related Report
      2012 Final Research Report 2010 Annual Research Report
  • [Book] 「確率と確率過程」武田一哉・編著2010

    • Author(s)
      中川聖一
    • Publisher
      オーム社
    • Related Report
      2010 Annual Research Report
  • [Book] 〔SLP〕音声認識2010

    • Author(s)
      中川聖一
    • Publisher
      情報処理学会,50年のあゆみ
    • Related Report
      2010 Annual Research Report
  • [Book] 4-1音声対話/音声ドキュメント処理2010

    • Author(s)
      中川聖一
    • Publisher
      電子情報通信学会,総合版ハンドブック「知識ベース」,2群7編4章「音声認識と合成」
    • Related Report
      2010 Annual Research Report
  • [Remarks]

    • URL

      http://www.slp.cs.tut.ac.jp

    • Related Report
      2012 Final Research Report
  • [Remarks]

    • URL

      http://www.slp.cs.tat.ac.jp

    • Related Report
      2011 Annual Research Report
  • [Remarks]

    • URL

      http://www.slp.cs.tut.ac.jp

    • Related Report
      2010 Annual Research Report

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Published: 2010-08-23   Modified: 2019-07-29  

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