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A Study on Music Information Retrieval using Compressed Domain of MPEG-4

Research Project

Project/Area Number 16500051
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeSingle-year Grants
Section一般
Research Field Media informatics/Database
Research InstitutionThe University of Electro-Communications

Principal Investigator

HOSHI Mamoru  The University of Electro-Communications, Graduate School of Information Systems, Professor, 大学院情報システム学研究科, 教授 (80125955)

Co-Investigator(Kenkyū-buntansha) OHMORI Tadashi  The University of Electro-Communications, Graduate School of Information Systems, Associate. Professor, 大学院情報システム学研究科, 助教授 (30233274)
KOBAYAKAWA Michihiro  The University of Electro-Communications, Graduate School of Information Systems, Assistant Professor, 大学院情報システム学研究科, 助手 (00334582)
ONISHI Kensuke  Tokai University, School of Science, Lecturer, 理学部, 講師 (00303024)
Project Period (FY) 2004 – 2006
Project Status Completed (Fiscal Year 2006)
Budget Amount *help
¥3,700,000 (Direct Cost: ¥3,700,000)
Fiscal Year 2006: ¥900,000 (Direct Cost: ¥900,000)
Fiscal Year 2005: ¥1,100,000 (Direct Cost: ¥1,100,000)
Fiscal Year 2004: ¥1,700,000 (Direct Cost: ¥1,700,000)
KeywordsMusic Information Retrieval / Music Retrieval / MPEG-4 / TwinVQ / Music Recommendation / 索引構造 / 楽曲情報抽出 / TwinVQ (MPEG4 Audio)
Research Abstract

Our purpose of this study is to construct a content-based music retrieval system using coefficients computed in the encoding step of TwinVQ audio compression. In this year, we focus on a content-based music recommendation system and music retrieval system which allows us queries by the covered piece of music.
For constructing music recommendation system, we proposed a framework of content-based music recommendation system. On our framework, we constructed music retrieval functions which allowed us queries by rhythm and timbre. These functions are based on the autocorrelation coefficients and LSP-Cepstrum computed in the encoding step of TwinVQ audio compression. Then, we constructed content-based music recommendation system using the music retrieval functions. Experimental results indicated that our content-based music recommendation system is effective.
For music retrieval function which allows us queries by the covered piece of music, we focus on the autocorrelation coefficients computed in the encoding step of TwinVQ. We evaluated robustness of autocorrelation coefficients with respect to pitch and tempo. Experimental results indicated the robustness with respect to pitch.

Report

(4 results)
  • 2006 Annual Research Report   Final Research Report Summary
  • 2005 Annual Research Report
  • 2004 Annual Research Report
  • Research Products

    (11 results)

All 2007 2005 2004

All Journal Article (11 results)

  • [Journal Article] 楽曲内容に基づく楽曲推薦-TwinVQを用いた-2007

    • Author(s)
      鈴木誠知, 小早川倫広, 星守, 大森匡
    • Journal Title

      情報処理学会第69回全国大会講演集 分冊2

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2006 Final Research Report Summary
  • [Journal Article] 自己相関係数を用いたカバー楽曲検索への試み2007

    • Author(s)
      津田啓太郎, 小早川倫広, 星守, 大森匡
    • Journal Title

      情報処理学会第69回全国大会講演集 分冊2

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2006 Final Research Report Summary
  • [Journal Article] A Method for music retrieval using autocorrelation coefficients computed in TwinVQ encoder2007

    • Author(s)
      K.Tsuda, M.Kobayakawa, M.Hoshi, T.Ohmori
    • Journal Title

      Proc. of IPSJ the 69-th Annual Conference Vol.2

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2006 Final Research Report Summary
  • [Journal Article] Content-based Music Recommendation System using the compressed domain of TwinVQ2007

    • Author(s)
      M.Suzuki, M.Kobayakawa, M.Hoshi, T.Ohmori
    • Journal Title

      Proc. of IPSJ the 69-th Annual Conference Vol.2

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2006 Final Research Report Summary
  • [Journal Article] 自己相関係数を用いたカバー曲検索への試み2007

    • Author(s)
      津田啓太郎, 小早川倫広, 星守, 大森匡
    • Journal Title

      情報処理学会第69回全国大会講演集 分冊1

    • NAID

      170000172429

    • Related Report
      2006 Annual Research Report
  • [Journal Article] 楽曲内容に基づく楽曲推薦 -TwomVQを用いた-2007

    • Author(s)
      鈴木誠知, 小早川倫広, 星守, 大森匡
    • Journal Title

      情報処理学会第69回全国大会講演集 分冊1

    • Related Report
      2006 Annual Research Report
  • [Journal Article] 任意のLp距離による検索を可能とする距離変換規則2005

    • Author(s)
      木村 彰宏, 大西 建輔, 小早川 倫広, 星 守, 大森 匡
    • Journal Title

      情報処理学会・データベース論文誌 Vol.46, No.SIG8

      Pages: 93-105

    • NAID

      110002768782

    • Related Report
      2005 Annual Research Report
  • [Journal Article] A Method for Extracting a Musical Unit to Phrase Music Data in The Compressed Domain of TwinVQ Audio Compression2005

    • Author(s)
      M.Nakanishi, M.Kobayakawa, M.Hoshi, T.Ohmori
    • Journal Title

      Proc.of Int.Conf.on Multimedia and Expo CD-ROM

    • Related Report
      2005 Annual Research Report
  • [Journal Article] 任意のLp距離関数による検索が可能な索引構造2005

    • Author(s)
      大西 建輔, 小早川 倫広, 木村 彰宏, 星 守, 大森 匡
    • Journal Title

      情報処理学会アルゴリズム研究会報告 2005-AL-103

      Pages: 67-76

    • Related Report
      2005 Annual Research Report
  • [Journal Article] 楽曲の圧縮過程において算出される自己相関係数列を用いた拍長抽出と構造分析2005

    • Author(s)
      大西, 小早川, 星, 大森
    • Journal Title

      情報処理学会 研究報告 MUS-59

      Pages: 19-26

    • Related Report
      2004 Annual Research Report
  • [Journal Article] 任意のLp距離による検索を可能とする距離変換規則2004

    • Author(s)
      木村, 大西, 星, 大森, 小早川
    • Journal Title

      SBWeb2004予稿集

      Pages: 41-48

    • NAID

      110002768782

    • Related Report
      2004 Annual Research Report

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Published: 2004-04-01   Modified: 2016-04-21  

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