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Models and methods for polyphonical and hierarchical structures in music

Research Project

Project/Area Number 25330436
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Entertainment and game informatics 1
Research InstitutionHiroshima City University

Principal Investigator

Hayashi Akira  広島市立大学, 情報科学研究科, 名誉教授 (60240909)

Project Period (FY) 2013-04-01 – 2017-03-31
Project Status Completed (Fiscal Year 2016)
Budget Amount *help
¥2,210,000 (Direct Cost: ¥1,700,000、Indirect Cost: ¥510,000)
Fiscal Year 2015: ¥650,000 (Direct Cost: ¥500,000、Indirect Cost: ¥150,000)
Fiscal Year 2014: ¥910,000 (Direct Cost: ¥700,000、Indirect Cost: ¥210,000)
Fiscal Year 2013: ¥650,000 (Direct Cost: ¥500,000、Indirect Cost: ¥150,000)
Keywords音楽情報検索 / 楽曲セグメンテーション / コスト関数 / 2パス・アルゴリズム / ダイナミック・プログラミング / 音楽情報処理 / 楽曲の階層性 / 楽曲のセグメンテーション / ダイナミックプログラミング / 2パスアルゴリズム / 楽曲のせグメンテーション / 多声音楽 / マルコフ確率場 / 階層隠れマルコフモデル / ビタービアルゴリズム / 作曲家推定
Outline of Final Research Achievements

There are three major approaches to music segmentation: novelty-based, homogeneity-based, and repetition-based approaches. However, little work has been done so far to combine all of the three approaches.
We have developed a combined cost function-based approach in which the cost function has cost terms corresponding to each of the three approaches. We show in the experiments using RWC-POP and the Beatles datasets that the accuracy of segmentation is increased by combining the approaches.

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

    (6 results)

All 2015 2013

All Journal Article (3 results) (of which Peer Reviewed: 3 results) Presentation (3 results) (of which Int'l Joint Research: 1 results)

  • [Journal Article] A Spatially Correlated Mixture Model for Image Segmentation2015

    • Author(s)
      Kosei KURISU, Nobuo SUEMATSU, Kazunori IWATA, Akira HAYASHI
    • Journal Title

      IEICE TRANSACTIONS on Information and Systems

      Volume: E98-D/ 4 Pages: 930-937

    • NAID

      130005061856

    • Related Report
      2015 Research-status Report
    • Peer Reviewed
  • [Journal Article] Marginalized Viterbi algorithm for hierarchical hidden Markov models2013

    • Author(s)
      Akira Hayashi, Kazunori Iwata, Nobuo Suematsu
    • Journal Title

      Pattern Recognition

      Volume: 46 Issue: 12 Pages: 3452-3459

    • DOI

      10.1016/j.patcog.2013.06.001

    • NAID

      120006354292

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Journal Article] Finding the Most Likely Upper Level State Sequence for Hierarchical HMMs2013

    • Author(s)
      Akira Hayashi, Kazunori Iwata, Nobuo Suematsu
    • Journal Title

      Lecture Notes on Artificial Intelligence (Proc. SLSP2013)

      Volume: 7978 Pages: 111-122

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Presentation] A New Shape Descriptor Based on an Angular-Linear Probability Distribution2015

    • Author(s)
      Kazunori Iwata, Nobuo Suematsu, and Akira Hayashi
    • Organizer
      3rd IAPR Asian Conference on Pattern Recognition
    • Place of Presentation
      Kuala Lumpur, Malaysia
    • Year and Date
      2015-11-04
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] ガボールフィルタによる非局所平均法2015

    • Author(s)
      嘉戸 琢真, 末松 伸朗, 岩田 一貴, 林 朗
    • Organizer
      第 18 回画像の認識・理解シンポジウム(MIRU2015)
    • Place of Presentation
      ホテル阪急万博公園,吹田市,大阪府
    • Year and Date
      2015-07-27
    • Related Report
      2015 Research-status Report
  • [Presentation] 2パスアルゴリズムによる楽曲のセグメンテーション2015

    • Author(s)
      森本康徳,林朗,末松信朗,岩田一貴
    • Organizer
      電子情報通信学会
    • Place of Presentation
      立命館大学びわ湖草津キャンパス
    • Year and Date
      2015-03-10 – 2015-03-13
    • Related Report
      2014 Research-status Report

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

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