Group Delay Function from All-Pole Models for Musical Instrument Recognition

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    2 Citations (Scopus)

    Abstract

    In this work, the feature based on the group delay function from all-pole models (APGD) is proposed for pitched musical instrument recognition. Conventionally, the spectrum-related features take into account merely the magnitude information, whereas the phase is often overlooked due to the complications related to its interpretation. However, there is often additional information concealed in the phase, which could be beneficial for recognition. The APGD is an elegant approach to inferring phase information, which lacks of the issues related to interpreting the phase and does not require extensive parameter adjustment. Having shown applicability for speech-related problems, it is now explored in terms of instrument recognition. The evaluation is performed with various instrument sets and shows noteworthy absolute accuracy gains of up to 7% compared to the baseline mel-frequency cepstral coefficients (MFCCs) case. Combined with the MFCCs and with feature selection, APGD demonstrates superiority over the baseline with all the evaluated sets.
    Translated title of the contributionGroup Delay Function from All-Pole Models for Musical Instrument Recognition
    Original languageEnglish
    Title of host publicationSound, Music, and Motion, 10th International Symposium, CMMR 2013, Marseille, France, October 15-18, 2013. Revised Selected Papers
    EditorsMitsuko Aramaki, Olivier Derrien, Richard Kronland-Martinet, Solvi Ystad
    PublisherSpringer International Publishing
    Pages606-618
    Number of pages18
    ISBN (Electronic)978-3-319-12976-1
    ISBN (Print)978-3-319-12975-4
    DOIs
    Publication statusPublished - 2014
    Publication typeA4 Article in a conference publication
    EventInternational Symposium on Computer Music Multidisciplinary Research -
    Duration: 1 Jan 1900 → …

    Conference

    ConferenceInternational Symposium on Computer Music Multidisciplinary Research
    Period1/01/00 → …

    Keywords

    • Musical instrument recognition
    • Phase spectrum
    • Music information retrieval
    • All-pole group delay feature

    Publication forum classification

    • Publication forum level 1

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