Music Information Retrieval: Recent Developments and Applications

被引:105
|
作者
不详
机构
[1] Johannes Kepler University, Linz
[2] Universitat Pompeu Fabra, Barcelona
来源
基金
奥地利科学基金会;
关键词
FUNDAMENTAL-FREQUENCY ESTIMATION; GENRE CLASSIFICATION; ONSET DETECTION; BEAT TRACKING; AUDIO; SIMILARITY; PITCH; IDENTIFICATION; TRANSCRIPTION; EXTRACTION;
D O I
10.1561/1500000042
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
We provide a survey of the field of Music Information Retrieval (MIR), in particular paying attention to latest developments, such as semantic auto-tagging and user-centric retrieval and recommendation approaches. We first elaborate on well-established and proven methods for feature extraction and music indexing, from both the audio signal and contextual data sources about music items, such as web pages or collaborative tags. These in turn enable a wide variety of music retrieval tasks, such as semantic music search or music identification ("query by example"). Subsequently, we review current work on user analysis and modeling in the context of music recommendation and retrieval, addressing the recent trend towards user-centric and adaptive approaches and systems. A discussion follows about the important aspect of how various MIR approaches to different problems are evaluated and compared. Eventually, a discussion about the major open challenges concludes the survey.
引用
收藏
页码:128 / +
页数:135
相关论文
共 50 条
  • [1] Recent Developments in Information Retrieval
    Gurrin, Cathal
    He, Yulan
    Kazai, Gabriella
    Kruschwitz, Udo
    Little, Suzanne
    Roelleke, Thomas
    Rueger, Stefan
    van Rijsbergen, Keith
    ADVANCES IN INFORMATION RETRIEVAL, PROCEEDINGS, 2010, 5993 : 1 - +
  • [2] Recent and technologies in multimedia retrieval; (5) retrieval of music information
    Hoashi K.
    Kyokai Joho Imeji Zasshi/Journal of the Institute of Image Information and Television Engineers, 2010, 64 (05): : 701 - 707
  • [3] Music information retrieval
    Wieczorkowska, AA
    Ras, ZW
    JOURNAL OF INTELLIGENT INFORMATION SYSTEMS, 2003, 21 (01) : 5 - 8
  • [4] Music information retrieval
    Pardo, Bryan
    COMMUNICATIONS OF THE ACM, 2006, 49 (08) : 28 - 31
  • [5] Music information retrieval
    Commun ACM, 2006, 8 (29-31):
  • [6] Music information retrieval
    Downie, JS
    ANNUAL REVIEW OF INFORMATION SCIENCE AND TECHNOLOGY, 2003, 37 : 295 - 340
  • [7] Editorial—Music Information Retrieval
    Alicja A. Wieczorkowska
    Zbigniew W. Ras
    Journal of Intelligent Information Systems, 2003, 21 : 5 - 8
  • [8] Music information retrieval systems
    Birmingham, W
    Meek, C
    O'Malley, K
    Pardo, B
    Shifrin, J
    DR DOBBS JOURNAL, 2003, 28 (09): : 50 - 53
  • [9] Evaluation in Music Information Retrieval
    Julián Urbano
    Markus Schedl
    Xavier Serra
    Journal of Intelligent Information Systems, 2013, 41 : 345 - 369
  • [10] Informetrics and music information retrieval
    Downie, JS
    CANADIAN JOURNAL OF INFORMATION AND LIBRARY SCIENCE-REVUE CANADIENNE DES SCIENCES DE L INFORMATION ET DE BIBLIOTHECONOMIE, 1998, 23 (1-2): : 88 - 88