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Music Retrieval Beyond Simple Audio Similarity

Music Retrieval Beyond Simple Audio Similarity

Gerhard Widmer (ORCID: 0000-0003-3531-1282)
  • Grant DOI 10.55776/L511
  • Funding program Translational Research
  • Status ended
  • Start May 1, 2008
  • End April 30, 2012
  • Funding amount € 358,234

Disciplines

Computer Sciences (85%); Arts (15%)

Keywords

    Music Information Retrieval, Artificial Intelligence, Web Mining, Audio, Machine Learning

Abstract

Digital music archives have reached capacities nowadays that require "intelligent" computational methods to assist the user in finding and retrieving desired music. Responding to these demands, the still growing research field of Music Information Retrieval (MIR) develops techniques to facilitate access to music. The previous FWF project L112 "Operational Models of Music Similarity for Music Information Retrieval" enabled us to deepen our expertise in intelligent music audio processing and assessment of musical similarity, and to develop computational methods that are now finding their way into practical applications. Additionally, we undertook first steps towards extracting relevant (meta-) information on the work of musical artists from the Internet. The goal of this new project is to substantially advance this latter work on Web-based music information retrieval, and to develop robust methods that can be used as a basis for commercially relevant application projects. In particular, we will carry out research to accomplish 4 main goals: - to overcome the dependency on commercial Web search engines that are currently necessary to obtain musically relevant Web pages; - to improve existing Web-based MIR techniques to acquire contextual information and to make them more robust by learning to deal with ambiguous information; - to develop methods that permit representation of music pieces and artists in a "semantic" space that is characterized by meaningful terms and descriptions; - to automatically discover semantic relations beyond pure acoustic similarity in order to extend retrieval capabilities and improve current similarity measures. The outcome of this research will be a set of Web-based methods to derive manifold types of music-related information, independent of commercial search engines. Using these methods, many new services will become possible, such as music information systems that autonomously collect and edit artist related data and discover connections between them, or music search engines that can be queried through meaningful natural language expressions. Existing content-based music services will also benefit from these complementary sources of information.

Research institution(s)
  • Universität Linz - 100%

Research Output

  • 54 Citations
  • 4 Publications
Publications
  • 2012
    Title Video genre categorization and representation using audio-visual information
    DOI 10.1117/1.jei.21.2.023017
    Type Journal Article
    Author Ionescu B
    Journal Journal of Electronic Imaging
    Pages 023017-1-023017-17
    Link Publication
  • 2012
    Title An audio-visual approach to web video categorization
    DOI 10.1007/s11042-012-1097-x
    Type Journal Article
    Author Ionescu B
    Journal Multimedia Tools and Applications
    Pages 1007-1032
    Link Publication
  • 2011
    Title Exploring the music similarity space on the web
    DOI 10.1145/1993036.1993038
    Type Journal Article
    Author Schedl M
    Journal ACM Transactions on Information Systems (TOIS)
    Pages 1-24
  • 2011
    Title A music information system automatically generated via Web content mining techniques
    DOI 10.1016/j.ipm.2010.09.002
    Type Journal Article
    Author Schedl M
    Journal Information Processing & Management
    Pages 426-439

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