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Study of Music Information Retrieval Methods Using Music Structure

Research Project

Project/Area Number 17500054
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeSingle-year Grants
Section一般
Research Field Media informatics/Database
Research InstitutionUniversity of Tsukuba

Principal Investigator

HIRAGA Yuzuru  University of Tsukuba, Graduate School of Library, Information and Media Studies, Professor, 大学院図書館情報メディア研究科, 教授 (80165167)

Project Period (FY) 2005 – 2006
Project Status Completed (Fiscal Year 2006)
Budget Amount *help
¥3,200,000 (Direct Cost: ¥3,200,000)
Fiscal Year 2006: ¥1,400,000 (Direct Cost: ¥1,400,000)
Fiscal Year 2005: ¥1,800,000 (Direct Cost: ¥1,800,000)
KeywordsMusic Information Retrieval / Music Structure Analysis / Music Database / Music Feature Extraction / Music Cognition / Singing Skill Evaluation / Singing Errors
Research Abstract

This research looks into various aspects of music structures, with work including study on the theoretical basis of representing and analyzing such structures by computers, psychological experiments studying the nature of human music structure cognition, and implementation and verification of application systems based on their results with focus on use in Music Information Retrieval (MIR). MIR has been a highly active research field in the recent years, and besides ordinary melody retrieval based on superficial cues, research oriented towards retrieval based on high level structural analysis and/or specializing on specific musical features is desired. This research can be seen to take part in such ongoing efforts.
The individual topics and results of this research can be summarized as follows.
1. Music data used in the research, including piano pieces (approx. 300 pieces) and singing data have been accumulated and organized in the form of databases on the server machine introduced by thi … More s grant, together with original data such as singing data from the psychological experiments.
2. As part of realizing MIR based on musical structures, a prototype system retrieving structural notes from multi-part music has been implemented and tested.
3. A system for percussion pattern retrieval using queries verbalized (onomatopoeic) imitations of percussion sounds has been implemented and achieved a high recognition rate. The results were applied to "Voice Drummer", which is a system that supports input of percussion parts in music composition and arrangement.
4. In order to verify the possibility and plausibility of using singing voice in retrieval queries, the music/acoustic features related to singing skill evaluation has been analyzed, and the results were applied to a prototype system of automatic singing skill evaluation that does not use music score information.
5. In order to study the characteristic features of human music structure cognition and to verify their applicability to MIR, an experimental study on how humans recite unknown melodies was performed, and the structural features of singing errors were analyzed.
Part of the above results is still in preparation for publication, and is planned to be published in the near future. In summary, while this research achieved notable (and highly recognized) results extending the original research plan on the one hand, there are still many unsolved issues related to music structure analysis and its application to MIR, so future work will continue with the aim of realizing high quality and flexible MIR methods. Less

Report

(3 results)
  • 2006 Annual Research Report   Final Research Report Summary
  • 2005 Annual Research Report
  • Research Products

    (18 results)

All 2007 2006 2005

All Journal Article (18 results)

  • [Journal Article] 楽譜情報を用いない歌唱力自動評価手法2007

    • Author(s)
      中野倫靖
    • Journal Title

      情報処理学会論文誌 48・1

      Pages: 227-236

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2006 Annual Research Report 2006 Final Research Report Summary
  • [Journal Article] ロドラム認識手法とそのドラム譜入力システムへの応用2007

    • Author(s)
      中野倫靖
    • Journal Title

      情報処理学会論文誌 48・1

      Pages: 386-397

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2006 Final Research Report Summary
  • [Journal Article] An Automatic Singing Skill Evaluation Method for Unknown Melodies (in Japanese)2007

    • Author(s)
      Tomoyasu Nakano
    • Journal Title

      IPSJ Journal vol.48,no.1

      Pages: 227-236

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2006 Final Research Report Summary
  • [Journal Article] A Voice Percussion Recognition Method and Its Application to a Music Notation System of Drum Sounds (in Japanese)2007

    • Author(s)
      Tomoyasu Nakano
    • Journal Title

      IPSJ Journal vol.48,no.1

      Pages: 386-397

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2006 Final Research Report Summary
  • [Journal Article] 口ドラム認識手法とそのドラム譜入力システムへの応用2007

    • Author(s)
      中野倫靖
    • Journal Title

      情報処理学会論文誌 48・1

      Pages: 386-397

    • Related Report
      2006 Annual Research Report
  • [Journal Article] An Automatic Singing Skill Evaluation Method for Unknown Melodies Using Pitch Interval Accuracy and Vibrato Features2006

    • Author(s)
      T.Nakano
    • Journal Title

      Proceedings of the International Conference on Spoken Language Processing (Interspeech2006)

      Pages: 1706-1709

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2006 Final Research Report Summary
  • [Journal Article] Subjective evaluation of common singing skills using the rank ordering method2006

    • Author(s)
      T.Nakano
    • Journal Title

      Proceedings of the 9th International Conference on Music Perception and Cognition (ICMPC2006)

      Pages: 1507-1512

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2006 Annual Research Report 2006 Final Research Report Summary
  • [Journal Article] 原曲を知らない聴取者による無伴奏歌唱の歌唱力評価2006

    • Author(s)
      中野倫靖
    • Journal Title

      日本音楽知覚認知学会平成18年度春季研究発表会論文集

      Pages: 11-16

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2006 Annual Research Report 2006 Final Research Report Summary
  • [Journal Article] 歌唱力評価の聴取者実験と自動評価手法の検討.2006

    • Author(s)
      中野倫靖
    • Journal Title

      情報処理学会 音楽情報科学研究会 研究報告 Vol. 2006, no. 19

      Pages: 65-72

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2006 Final Research Report Summary
  • [Journal Article] An Automatic Singing Skill Evaluation Method for Unknown Melodies Using Pitch Interval Accuracy and Vibrato Features2006

    • Author(s)
      Tomoyasu Nakano
    • Journal Title

      Proceedings of the International Conference on Spoken Language Processing (Interspeech2006)

      Pages: 1706-1709

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2006 Final Research Report Summary
  • [Journal Article] Subjective evaluation of common singing skills using the rank ordering method2006

    • Author(s)
      Tomoyasu Nakano
    • Journal Title

      Proceedings of the 9th International Conference on Music Perception and Cognition (ICMPC2006)

      Pages: 1507-1512

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2006 Final Research Report Summary
  • [Journal Article] Singing Skill Evaluation of Unaccompanied, Unknown Melodies (in Japanese)2006

    • Author(s)
      Tomoyasu Nakano
    • Journal Title

      Proceedings of the Spring Convention of the Japanese Society for Music Perception and Cognition

      Pages: 11-16

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2006 Final Research Report Summary
  • [Journal Article] A Preliminary Hearing Experiment towards the Automatic Evaluation of Singing Skills (in Japanese)2006

    • Author(s)
      Tomoyasu Nakano
    • Journal Title

      IPSJ SIG Technical Reports vol.2006,no.19

      Pages: 65-72

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2006 Final Research Report Summary
  • [Journal Article] An Automatic Singing Skill Evaluation Method for Unknown Melodies Using Pitch Interval Accuracy and Vibrato Features2006

    • Author(s)
      T.Nakano
    • Journal Title

      Proceedings of the International Conference of Spoken Language Processing (Interspeech2006)

      Pages: 1706-1709

    • Related Report
      2006 Annual Research Report
  • [Journal Article] 歌唱力評価の聴取者実験と自動評価手法の検討.2006

    • Author(s)
      中野倫靖, 後藤真孝, 平賀讓
    • Journal Title

      情報処理学会 音楽情報科学研究会 研究報告 Vol.2006,no.19

      Pages: 65-72

    • NAID

      110004710344

    • Related Report
      2005 Annual Research Report
  • [Journal Article] Voice Drummer : A Music Notation Interface of Drum Sounds Using Voice Percussion Input2005

    • Author(s)
      T.Nakano
    • Journal Title

      Proceedings of the 18th Annual ACM Symposium on User Interface Software and Technology (UIST2005)

      Pages: 49-50

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2006 Final Research Report Summary
  • [Journal Article] Voice Drummer : A Music Notation Interface of Drum Sounds Using Voice Percussion Input2005

    • Author(s)
      Tomoyasu Nakano
    • Journal Title

      Proceedings of the 18th Annual ACM Symposium on User Interface Software and Technology (UIST2005)

      Pages: 49-50

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2006 Final Research Report Summary
  • [Journal Article] Voice Drummer : A Music Notation Interface of Drum Sounds Using Voice Percussion Input2005

    • Author(s)
      T.Nakano, M.Goto, J.Ogata, Y.Hiraga
    • Journal Title

      Proceedings of the 18th Annual ACM Symposium on User Interface Software and Technology (UIST2005)

      Pages: 49-50

    • Related Report
      2005 Annual Research Report

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Published: 2005-04-01   Modified: 2016-04-21  

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