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Feature analysis of scream sound and its application to scream detection system

Research Project

Project/Area Number 25750137
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeMulti-year Fund
Research Field Social systems engineering/Safety system
Research InstitutionOsaka Electro-Communication University

Principal Investigator

Hayasaka Noboru  大阪電気通信大学, 情報通信工学部, 講師 (50554573)

Project Period (FY) 2013-04-01 – 2016-03-31
Project Status Completed (Fiscal Year 2015)
Budget Amount *help
¥3,380,000 (Direct Cost: ¥2,600,000、Indirect Cost: ¥780,000)
Fiscal Year 2015: ¥780,000 (Direct Cost: ¥600,000、Indirect Cost: ¥180,000)
Fiscal Year 2014: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Fiscal Year 2013: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
Keywords悲鳴検出 / 帯域制限 / スペクトルエントロピー / 基本周波数の時間的連続性 / 悲鳴検出アプリケーション / 統計的悲鳴検出 / 悲鳴データベース
Outline of Final Research Achievements

Recently, as crimes have become more diverse and increasingly sophisticated, our awareness of security systems has increased. The most typical kind of security system is a security camera, but there are various issues in that there are situations in which they cannot be used, such as from consideration of privacy or in darkness. For that reason, security systems that utilize sound information have been proposed. This report relates to scream detection system that focuses on screams within various sounds, and proposes techniques increasing its noise robustness. More specifically, we use spectral entropy, which expresses the difference in frequency distribution between a scream and noise, as a feature, and also construct a model from screams with superimposed noise. In scream identification and scream detection experiments under noisy environments, the proposed method could be improved the equal error rate under all noisy environment, in comparison with the conventional method.

Report

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

    (6 results)

All 2015 2014

All Presentation (6 results) (of which Int'l Joint Research: 1 results)

  • [Presentation] スペクトルエントロピーとマルチコンディション学習による雑音下悲鳴検出2015

    • Author(s)
      早坂 昇
    • Organizer
      IEICE SIS研究会
    • Place of Presentation
      福井県あわら市まつや千千
    • Year and Date
      2015-12-03
    • Related Report
      2015 Annual Research Report
  • [Presentation] Noise-Robust Scream Identification using Spectral Entropy and Multi-Condition GMM2015

    • Author(s)
      Noboru Hayasaka
    • Organizer
      2015 Int'l Symposium on Smart Info-Media Systems in Asia (SISA)
    • Place of Presentation
      Chiba Institute of Technology, Narashino, Japan
    • Year and Date
      2015-08-26
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Robust voice activity detection using selectively energy features2014

    • Author(s)
      Junichiro Wakasugi, Noboru Hayasaka, Youji Iiguni
    • Organizer
      IEEE Int'l Conference on Electronics Circuits and Systems (ICECS) 2014
    • Place of Presentation
      Marseille(France)
    • Year and Date
      2014-12-07 – 2014-12-10
    • Related Report
      2014 Research-status Report
  • [Presentation] Noise robust speech recognition selectively using noise adapted HMM set2014

    • Author(s)
      Hiroyuki Sakuno, Noboru Hayasaka, Youji Iiguni
    • Organizer
      IEEE Int'l Conference on Electronics Circuits and Systems (ICECS) 2014
    • Place of Presentation
      Marseille(France)
    • Year and Date
      2014-12-07 – 2014-12-10
    • Related Report
      2014 Research-status Report
  • [Presentation] 基本周波数の分散に着目した悲鳴信頼度に関する検討2014

    • Author(s)
      早坂 昇
    • Organizer
      第27回回路とシステムワークショップ
    • Place of Presentation
      淡路夢舞台国際会議場(兵庫県淡路市)
    • Year and Date
      2014-08-04 – 2014-08-05
    • Related Report
      2014 Research-status Report
  • [Presentation] エネルギー特徴量を選択的に用いた音声区間検出2014

    • Author(s)
      若杉 淳一郎, 早坂 昇, 飯國 洋二
    • Organizer
      第27回回路とシステムワークショップ
    • Place of Presentation
      淡路夢舞台国際会議場(兵庫県淡路市)
    • Year and Date
      2014-08-04 – 2014-08-05
    • Related Report
      2014 Research-status Report

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

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