• DocumentCode
    571680
  • Title

    Query-by-Humming/Singing of MIDI and Audio Files by Fuzzy Inference System

  • Author

    Huang, Yo-Ping ; Lai, Shin-Liang ; Chang, Tsun-Wei ; Horng, Maw-Sheng

  • Author_Institution
    Dept. of Electr. Eng., Nat. Taipei Univ. of Technol., Taipei, Taiwan
  • fYear
    2012
  • fDate
    26-28 June 2012
  • Firstpage
    41
  • Lastpage
    46
  • Abstract
    Music Information Retrieval (MIR) is a crucial topic in the domain of information retrieval. According to major characteristics of music, Query-by-Humming system retrieves interesting music by finding melody that contains similar or equal melody to the humming query. Basing on the designed fuzzy inference model a novel Query-by-Humming/Singing system is proposed to extract pitch contour information from WAV and MIDI files in this paper. To verify the effectiveness of the presented work, the MIREX QBSH Database is employed as our experimental database and a large amount of human vocal data is used as query to test the robustness of MIR. Then, the Longest Common Subsequence (LCS) is served as an approximate matching algorithm to identify the most related top 5 music as an evaluation standard for the system. Experimental results show that the proposed system achieves 85% accuracy in the top 5 retrievals.
  • Keywords
    fuzzy reasoning; information retrieval; multimedia computing; music; MIDI files; MIREX QBSH database; WAV files; approximate matching algorithm; audio files; fuzzy inference model; fuzzy inference system; human vocal data; humming query; longest common subsequence; music characteristics; music information retrieval; pitch contour information; query-by-humming system; query-by-humming/singing system; Accuracy; Databases; Dynamic programming; Electronic mail; Encoding; Fuzzy logic; Transforms; MIDI; fuzzy inference system; pitch contour; query-by-humming;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Mobile, Ubiquitous, and Intelligent Computing (MUSIC), 2012 Third FTRA International Conference on
  • Conference_Location
    Vancouver, BC
  • Print_ISBN
    978-1-4673-1956-0
  • Type

    conf

  • DOI
    10.1109/MUSIC.2012.15
  • Filename
    6305822