• DocumentCode
    1035545
  • Title

    Factors affecting music retrieval in query-by-melody

  • Author

    De Mulder, Tom ; Martens, Jean-Pierre ; Pauws, Steffen ; Vignoli, Fabio ; Lesaffre, Micheline ; Leman, Marc ; De Baets, Bernard ; De Meyer, Hans

  • Author_Institution
    Dept. of Electron. & Inf. Syst., Ghent Univ.
  • Volume
    8
  • Issue
    4
  • fYear
    2006
  • Firstpage
    728
  • Lastpage
    739
  • Abstract
    This paper assesses the impact of three factors on the music retrieval accuracy of a query-by-melody (QBM) system. The investigated factors are the accuracy of the query provider (the singer), the query transcription accuracy of the acoustic front-end and the length of the query. The music retrieval accuracy is described in terms of a new concept, called the remaining information fraction (RIF). With this new concept it is possible to get more insight in the way the individual factors affect the music retrieval accuracy. The experimental results reported in this paper support the following conclusions: i) the music retrieval accuracy of a QBM system, as assessed on a large set of queries, is strongly correlated with the query transcription accuracy of its front-end, as assessed on a small set of manually transcribed queries, ii) there is still a significant gap between the accuracies obtained with manual and automatically generated query transcriptions, and iii) the music retrieval accuracy starts to drop quickly as soon as the query consists of less than 20 notes
  • Keywords
    error analysis; information retrieval; music; error analysis; music retrieval; query provider; query transcription accuracy; query-by-melody system; Consumer products; Content based retrieval; Information systems; Instruments; Mathematics; Mining industry; Multimedia systems; Multiple signal classification; Music information retrieval; Performance analysis; Error analysis; man–machine systems; multimedia systems; music;
  • fLanguage
    English
  • Journal_Title
    Multimedia, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1520-9210
  • Type

    jour

  • DOI
    10.1109/TMM.2006.876291
  • Filename
    1658035