Feature analysis and normalization approach for robust content-based music retrieval to encoded audio with different bit rates

Shuhei Hamawaki; Shintaro Funasawa; Jiro Katto; Hiromi Ishizaki; Keiichiro Hoashi; Yasuhiro Takishima

doi:10.1007/978-3-540-92892-8_32

Feature analysis and normalization approach for robust content-based music retrieval to encoded audio with different bit rates

Shuhei Hamawaki^*, Shintaro Funasawa, Jiro Katto, Hiromi Ishizaki, Keiichiro Hoashi, Yasuhiro Takishima

^*Corresponding author for this work

School of Fundamental Science and Engineering

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

5 Citations (Scopus)

Abstract

In order to achieve highly accurate content-based music information retrieval (MIR), it is necessary to compensate the various bit rates of encoded songs which are stored in the music collection, since the bit rate differences are expected to apply a negative effect to content-based MIR results. In this paper, we examine how the bit rate differences affect MIR results, propose methods to normalize MFCC features extracted from encoded files with various bit rates, and show their effects to stabilize MIR results.

Original language	English
Title of host publication	Advances in Multimedia Modeling - 15th International Multimedia Modeling Conference, MMM 2009, Proceedings
Pages	298-309
Number of pages	12
DOIs	https://doi.org/10.1007/978-3-540-92892-8_32
Publication status	Published - 2009
Event	15th International Multimedia Modeling Conference, MMM 2009 - Sophia-Antipolis, France Duration: 2009 Jan 7 → 2009 Jan 9

Publication series

Name	Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Volume	5371 LNCS
ISSN (Print)	0302-9743
ISSN (Electronic)	1611-3349

Conference

Conference	15th International Multimedia Modeling Conference, MMM 2009
Country/Territory	France
City	Sophia-Antipolis
Period	09/1/7 → 09/1/9

Keywords

Content-based MIR Normalization
Mel-Frequency Cepstral Coefficient (MFCC)

ASJC Scopus subject areas

Theoretical Computer Science
Computer Science(all)

Access to Document

10.1007/978-3-540-92892-8_32

Cite this

Hamawaki, S., Funasawa, S., Katto, J., Ishizaki, H., Hoashi, K., & Takishima, Y. (2009). Feature analysis and normalization approach for robust content-based music retrieval to encoded audio with different bit rates. In Advances in Multimedia Modeling - 15th International Multimedia Modeling Conference, MMM 2009, Proceedings (pp. 298-309). (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Vol. 5371 LNCS). https://doi.org/10.1007/978-3-540-92892-8_32

Feature analysis and normalization approach for robust content-based music retrieval to encoded audio with different bit rates. / Hamawaki, Shuhei; Funasawa, Shintaro; Katto, Jiro et al.
Advances in Multimedia Modeling - 15th International Multimedia Modeling Conference, MMM 2009, Proceedings. 2009. p. 298-309 (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Vol. 5371 LNCS).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Hamawaki, S, Funasawa, S, Katto, J, Ishizaki, H, Hoashi, K & Takishima, Y 2009, Feature analysis and normalization approach for robust content-based music retrieval to encoded audio with different bit rates. in Advances in Multimedia Modeling - 15th International Multimedia Modeling Conference, MMM 2009, Proceedings. Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), vol. 5371 LNCS, pp. 298-309, 15th International Multimedia Modeling Conference, MMM 2009, Sophia-Antipolis, France, 09/1/7. https://doi.org/10.1007/978-3-540-92892-8_32

Hamawaki S, Funasawa S, Katto J, Ishizaki H, Hoashi K, Takishima Y. Feature analysis and normalization approach for robust content-based music retrieval to encoded audio with different bit rates. In Advances in Multimedia Modeling - 15th International Multimedia Modeling Conference, MMM 2009, Proceedings. 2009. p. 298-309. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)). doi: 10.1007/978-3-540-92892-8_32

Hamawaki, Shuhei ; Funasawa, Shintaro ; Katto, Jiro et al. / Feature analysis and normalization approach for robust content-based music retrieval to encoded audio with different bit rates. Advances in Multimedia Modeling - 15th International Multimedia Modeling Conference, MMM 2009, Proceedings. 2009. pp. 298-309 (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)).

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Feature analysis and normalization approach for robust content-based music retrieval to encoded audio with different bit rates

Abstract

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Conference

Keywords

ASJC Scopus subject areas

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