• DocumentCode
    2063601
  • Title

    A Query by Humming System for Music Information Retrieval

  • Author

    Antonelli, Mario ; Rizzi, Antonello ; Vescovo, Guido Del

  • Author_Institution
    INFOCOM Dept., Univ. of Rome, Rome, Italy
  • fYear
    2010
  • fDate
    Nov. 29 2010-Dec. 1 2010
  • Firstpage
    586
  • Lastpage
    591
  • Abstract
    In this paper we propose a music Query by Humming System made of two main functional blocks; the first implements a voice-to-midi transcription algorithm to process the query, the second implements a search engine based on a novel template matching technique for Dynamic Time Warping. The voice-to-midi algorithm transforms the sung or hummed query in a MIDI file by segmenting and identifying the notes´ sequence. The search engine uses a Template Matching technique to produce a list of possible melodies that best match the searched one. In the test phase, first, we investigated performance of the search engine in retrieval using a synthetic test bench; a set of artificial queries is build placing and adjusting, in the queries, patterns of typical disturbance. Second, we use a genetic algorithm to automatically optimize the performance of the overall system using a real-life test bench. Results highlight that the proposed MIR system has good performances and is robust enough to be employed in real life applications.
  • Keywords
    genetic algorithms; music; query processing; search engines; MIDI file; MIR system; artificial queries; dynamic time warping; genetic algorithm; humming system; music information retrieval; music query; notes sequence; search engine; synthetic test bench; template matching technique; voice-to-midi transcription algorithm;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Intelligent Systems Design and Applications (ISDA), 2010 10th International Conference on
  • Conference_Location
    Cairo
  • Print_ISBN
    978-1-4244-8134-7
  • Type

    conf

  • DOI
    10.1109/ISDA.2010.5687200
  • Filename
    5687200