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Research on Inaudible Speech Recognition based on the Center-of-Balance Transition Method on Wavelet Coefficients of Surface EMG Signals

Research Project

Project/Area Number 25330198
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Perceptual information processing
Research InstitutionKyushu Institute of Technology

Principal Investigator

NAGAI Hidetoshi  九州工業大学, 大学院情報工学研究院, 助教 (60237485)

Project Period (FY) 2013-04-01 – 2017-03-31
Project Status Completed (Fiscal Year 2016)
Budget Amount *help
¥4,940,000 (Direct Cost: ¥3,800,000、Indirect Cost: ¥1,140,000)
Fiscal Year 2016: ¥650,000 (Direct Cost: ¥500,000、Indirect Cost: ¥150,000)
Fiscal Year 2015: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000)
Fiscal Year 2014: ¥780,000 (Direct Cost: ¥600,000、Indirect Cost: ¥180,000)
Fiscal Year 2013: ¥2,470,000 (Direct Cost: ¥1,900,000、Indirect Cost: ¥570,000)
Keywords黙声認識 / 無発声音声認識 / サイレント音声認識 / 表面筋電 / ウェーブレット解析 / ウェーブレット重心 / 重心推移法
Outline of Final Research Achievements

The purpose of this research is to recognize natural inaudible speech based on surface EMG signals around lips. During this research period, I studied the recognition method using the center-of-balance transition method on wavelet coefficients of surface EMGs.
A person performs a natural continuous utterance with gentle change of lip shape. Therefore, in order to obtain a good recognition result, it is necessary to identify the proper positions to extract the features for recognition. As such positions, I propose methods to detect the change point of phonemes and the peak point of lip shape change based on center-of-balance transition. However, the first place accuracy rate of the recognition result of continuous vowels is about 60 %. It shows that further improvement is necessary.

Report

(5 results)
  • 2016 Annual Research Report   Final Research Report ( PDF )
  • 2015 Research-status Report
  • 2014 Research-status Report
  • 2013 Research-status Report
  • Research Products

    (21 results)

All 2016 2015 2014 2013

All Journal Article (10 results) (of which Peer Reviewed: 5 results,  Acknowledgement Compliant: 10 results) Presentation (11 results)

  • [Journal Article] A Method for Real-Time Estimation of Local Muscular Fatigue in Exercise Using Redundant Discrete Wavelet Coefficients2016

    • Author(s)
      永井秀利
    • Journal Title

      3rd International Conference on Systems and Informatics (ICSAI 2016)

      Volume: - Pages: 819-825

    • DOI

      10.1109/icsai.2016.7811064

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Continuous Inaudible Recognition of Japanese Vowels Using Features Detected at Lips Shape Peaks based on Surface Electromyography2016

    • Author(s)
      黒木菜緒,永井秀利,中村貞吾
    • Journal Title

      3rd International Conference on Systems and Informatics (ICSAI 2016)

      Volume: - Pages: 959-964

    • DOI

      10.1109/icsai.2016.7811089

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] 表面筋電の冗長ウェーブレット係数に基づく筋活動の量的および質的特徴量の体系化2016

    • Author(s)
      永井秀利
    • Journal Title

      電子情報通信学会技術研究報告

      Volume: Vol.115, No.513

    • Related Report
      2015 Research-status Report
    • Acknowledgement Compliant
  • [Journal Article] A Method to Extract Minute Characteristics of Surface EMG using Redundant Wavelet Coefficients2015

    • Author(s)
      Hidetoshi NAGAI
    • Journal Title

      Proceedings of the 3rd International Symposium on Advanced and Applied Convergence

      Volume: 2015

    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Continuous Inaudible Vowels Recognition based on Features of Surface EMG at Candidates for Peaks of Lip Shape2015

    • Author(s)
      Nao KUROGI, Hidetoshi NAGAI, Teigo NAKAMURA
    • Journal Title

      Proceedings of Life Engineering Symposium 2015

      Volume: 2015

    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Computational Complexity in Continuous Estimation of Muscular Activity based on Redundant Wavelet Coefficients of Surface EMG2015

    • Author(s)
      Hidetoshi NAGAI
    • Journal Title

      Proceedings of Life Engineering Symposium 2015

      Volume: 2015

    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] 冗長ウェーブレット解析に基づく運動中の筋疲労の実時間評価手法2015

    • Author(s)
      永井秀利
    • Journal Title

      電子情報通信学会技術研究報告

      Volume: Vol.115, No.383

    • Related Report
      2015 Research-status Report
    • Acknowledgement Compliant
  • [Journal Article] 冗長ウェーブレット解析に基づく重心推移法による筋活動量評価手法2015

    • Author(s)
      永井秀利
    • Journal Title

      電子情報通信学会技術研究報告

      Volume: Vol.115, No.49

    • Related Report
      2015 Research-status Report
    • Acknowledgement Compliant
  • [Journal Article] 表面筋電より推定する口形極点を活用した連続黙声母音認識2015

    • Author(s)
      黒木菜緒,永井秀利,中村貞吾
    • Journal Title

      電子情報通信学会技術研究報告

      Volume: Vol.115, No.36

    • Related Report
      2015 Research-status Report
    • Acknowledgement Compliant
  • [Journal Article] ウェーブレット重心の推移特徴に基づく黙声変化位置検出と連続黙声認識での活用2015

    • Author(s)
      永井秀利,金井田早紀,中村貞吾
    • Journal Title

      電子情報通信学会技術研究報告

      Volume: Vol.115, No.36

    • Related Report
      2015 Research-status Report
    • Acknowledgement Compliant
  • [Presentation] 連続音間の相関パラメータを導入した口形極点に基づく連続黙声母音認識2016

    • Author(s)
      黒木菜緒,永井秀利,中村貞吾
    • Organizer
      第3回サイレント音声認識ワークショップ
    • Place of Presentation
      福岡朝日ビル貸会議室 16号室会議室 (福岡市博多区博多駅前2-1-1)
    • Year and Date
      2016-10-14
    • Related Report
      2016 Annual Research Report
  • [Presentation] 少数語彙世界の特性を活用した黙声音声認識手法に関する一提案2016

    • Author(s)
      永井秀利,渡邉優実,中村貞吾
    • Organizer
      第3回サイレント音声認識ワークショップ
    • Place of Presentation
      福岡朝日ビル貸会議室 16号室会議室 (福岡市博多区博多駅前2-1-1)
    • Year and Date
      2016-10-14
    • Related Report
      2016 Annual Research Report
  • [Presentation] 口形極点に基づく連続黙声母音認識への連続音間での相関パラメータ導入の効果2016

    • Author(s)
      黒木菜緒,永井秀利,中村貞吾
    • Organizer
      第69回電気・情報関係学会九州支部連合大会
    • Place of Presentation
      宮崎大学 木花キャンパス (宮崎県宮崎市学園木花台西1-1)
    • Year and Date
      2016-09-29
    • Related Report
      2016 Annual Research Report
  • [Presentation] 冗長ウェーブレット解析に基づく微細な筋活動特徴の抽出手法2015

    • Author(s)
      永井秀利
    • Organizer
      第2回サイレント音声認識ワークショップ
    • Place of Presentation
      神戸大学
    • Year and Date
      2015-10-16
    • Related Report
      2015 Research-status Report
  • [Presentation] ウェーブレット重心の推移特徴による黙声変化位置検出を用いた連続黙声認識の一手法2015

    • Author(s)
      永井秀利,金井田早紀,中村貞吾
    • Organizer
      第2回サイレント音声認識ワークショップ
    • Place of Presentation
      神戸大学
    • Year and Date
      2015-10-16
    • Related Report
      2015 Research-status Report
  • [Presentation] 口形極点を特徴抽出基準位置とした連続黙声母音認識2015

    • Author(s)
      黒木菜緒,永井秀利,中村貞吾
    • Organizer
      第2回サイレント音声認識ワークショップ
    • Place of Presentation
      神戸大学
    • Year and Date
      2015-10-16
    • Related Report
      2015 Research-status Report
  • [Presentation] 連続黙声母音認識における口形極点候補の組み合わせ数削減2015

    • Author(s)
      黒木菜緒, 中村貞吾, 永井秀利
    • Organizer
      第68回電気・情報関係学会九州支部連合大会
    • Place of Presentation
      福岡大学
    • Year and Date
      2015-09-26
    • Related Report
      2015 Research-status Report
  • [Presentation] 筋活動の増減傾向に基づく子音を含む連続黙声の発声変化位置候補検出2014

    • Author(s)
      金井田早紀,永井秀利,中村貞吾
    • Organizer
      電気・情報関係学会九州支部第67回連合大会
    • Place of Presentation
      鹿児島大学工学部
    • Year and Date
      2014-09-18 – 2014-09-19
    • Related Report
      2014 Research-status Report
  • [Presentation] 表面筋電信号に基づく黙声子音の発声変化位置候補検出のための一手法2014

    • Author(s)
      金井田早紀,永井秀利,中村貞吾
    • Organizer
      MEとバイオサイバネティックス研究会
    • Place of Presentation
      北海道大学
    • Year and Date
      2014-06-13
    • Related Report
      2014 Research-status Report
  • [Presentation] ウェーブレット係数の重心値の差分推移に基づく黙声両唇音の特徴分析2013

    • Author(s)
      金井田早紀,永井秀利,中村貞吾
    • Organizer
      FIT2013
    • Place of Presentation
      鳥取大学 鳥取キャンパス
    • Related Report
      2013 Research-status Report
  • [Presentation] 筋活動変化の時間差に基づく連続黙声中の両唇音の特徴の分析2013

    • Author(s)
      金井田早紀,永井秀利,中村貞吾
    • Organizer
      電気関係学会九州支部第66回連合大会
    • Place of Presentation
      熊本大学 黒髪南地区
    • Related Report
      2013 Research-status Report

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Published: 2014-07-25   Modified: 2019-07-29  

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