COSIN: Content-based retrieval system for cover songs

Yi Yu; J. Stephen Downie; Fabian Moerchen; Lei Chen; Kazuki Joe; Vincent Oria

doi:10.1145/1459359.1459542

COSIN: Content-based retrieval system for cover songs

Yi Yu, J. Stephen Downie, Fabian Moerchen, Lei Chen, Kazuki Joe, Vincent Oria

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

1 Scopus citations

Abstract

We develop a content-based audio COver Song IdeNtification (COSIN) system to detect/group cover songs.The COSIN takes music audio content as input and performs similarity searching to locate variants of the input (i.e., cover versions). Identified cover songs are returned in the rank order according to their similarity to the input.The COSIN also incorporates a set of tools to evaluate retrieval performance so researchers can explore different retrieval schemes and parameters (e.g. recall, precision).The COSIN utilizes a suite of techniques to detect cover songs including: Pitch + Dynamic Programming (DP), Chroma + DP, and Semantic Feature Summarization (SFS) + Hash-Based Approximate Matching (HBAM). Demonstration system shows that COSIN is a very potential music content retrieval tool. Running some music retrieval schemes on COSIN platform, recent experiments with SFS + LSH Variants demonstrate a nicely balanced efficiency (search speed) v. performance (search accuracy) tradeoff.

Original language	English (US)
Title of host publication	MM'08 - Proceedings of the 2008 ACM International Conference on Multimedia, with co-located Symposium and Workshops
Pages	987-988
Number of pages	2
DOIs	https://doi.org/10.1145/1459359.1459542
State	Published - 2008
Event	16th ACM International Conference on Multimedia, MM '08 - Vancouver, BC, Canada Duration: Oct 26 2008 → Oct 31 2008

Publication series

Name	MM'08 - Proceedings of the 2008 ACM International Conference on Multimedia, with co-located Symposium and Workshops

Other

Other	16th ACM International Conference on Multimedia, MM '08
Country/Territory	Canada
City	Vancouver, BC
Period	10/26/08 → 10/31/08

All Science Journal Classification (ASJC) codes

Computer Graphics and Computer-Aided Design
Computer Vision and Pattern Recognition
Software

Keywords

Content-based audio retrieval
Cover songs
Hash-based indexing
Musical audio sequences summarization

Access to Document

10.1145/1459359.1459542

Cite this

Yu, Y., Downie, J. S., Moerchen, F., Chen, L., Joe, K., & Oria, V. (2008). COSIN: Content-based retrieval system for cover songs. In MM'08 - Proceedings of the 2008 ACM International Conference on Multimedia, with co-located Symposium and Workshops (pp. 987-988). (MM'08 - Proceedings of the 2008 ACM International Conference on Multimedia, with co-located Symposium and Workshops). https://doi.org/10.1145/1459359.1459542

@inproceedings{b6400938ab2a4ca0843831ef6b718618,

title = "COSIN: Content-based retrieval system for cover songs",

abstract = "We develop a content-based audio COver Song IdeNtification (COSIN) system to detect/group cover songs.The COSIN takes music audio content as input and performs similarity searching to locate variants of the input (i.e., cover versions). Identified cover songs are returned in the rank order according to their similarity to the input.The COSIN also incorporates a set of tools to evaluate retrieval performance so researchers can explore different retrieval schemes and parameters (e.g. recall, precision).The COSIN utilizes a suite of techniques to detect cover songs including: Pitch + Dynamic Programming (DP), Chroma + DP, and Semantic Feature Summarization (SFS) + Hash-Based Approximate Matching (HBAM). Demonstration system shows that COSIN is a very potential music content retrieval tool. Running some music retrieval schemes on COSIN platform, recent experiments with SFS + LSH Variants demonstrate a nicely balanced efficiency (search speed) v. performance (search accuracy) tradeoff.",

keywords = "Content-based audio retrieval, Cover songs, Hash-based indexing, Musical audio sequences summarization",

author = "Yi Yu and Downie, {J. Stephen} and Fabian Moerchen and Lei Chen and Kazuki Joe and Vincent Oria",

year = "2008",

doi = "10.1145/1459359.1459542",

language = "English (US)",

isbn = "9781605583037",

series = "MM'08 - Proceedings of the 2008 ACM International Conference on Multimedia, with co-located Symposium and Workshops",

pages = "987--988",

booktitle = "MM'08 - Proceedings of the 2008 ACM International Conference on Multimedia, with co-located Symposium and Workshops",

note = "16th ACM International Conference on Multimedia, MM '08 ; Conference date: 26-10-2008 Through 31-10-2008",

}

Yu, Y, Downie, JS, Moerchen, F, Chen, L, Joe, K & Oria, V 2008, COSIN: Content-based retrieval system for cover songs. in MM'08 - Proceedings of the 2008 ACM International Conference on Multimedia, with co-located Symposium and Workshops. MM'08 - Proceedings of the 2008 ACM International Conference on Multimedia, with co-located Symposium and Workshops, pp. 987-988, 16th ACM International Conference on Multimedia, MM '08, Vancouver, BC, Canada, 10/26/08. https://doi.org/10.1145/1459359.1459542

COSIN: Content-based retrieval system for cover songs. / Yu, Yi; Downie, J. Stephen; Moerchen, Fabian et al.
MM'08 - Proceedings of the 2008 ACM International Conference on Multimedia, with co-located Symposium and Workshops. 2008. p. 987-988 (MM'08 - Proceedings of the 2008 ACM International Conference on Multimedia, with co-located Symposium and Workshops).

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

TY - GEN

T1 - COSIN

T2 - 16th ACM International Conference on Multimedia, MM '08

AU - Yu, Yi

AU - Downie, J. Stephen

AU - Moerchen, Fabian

AU - Chen, Lei

AU - Joe, Kazuki

AU - Oria, Vincent

PY - 2008

Y1 - 2008

N2 - We develop a content-based audio COver Song IdeNtification (COSIN) system to detect/group cover songs.The COSIN takes music audio content as input and performs similarity searching to locate variants of the input (i.e., cover versions). Identified cover songs are returned in the rank order according to their similarity to the input.The COSIN also incorporates a set of tools to evaluate retrieval performance so researchers can explore different retrieval schemes and parameters (e.g. recall, precision).The COSIN utilizes a suite of techniques to detect cover songs including: Pitch + Dynamic Programming (DP), Chroma + DP, and Semantic Feature Summarization (SFS) + Hash-Based Approximate Matching (HBAM). Demonstration system shows that COSIN is a very potential music content retrieval tool. Running some music retrieval schemes on COSIN platform, recent experiments with SFS + LSH Variants demonstrate a nicely balanced efficiency (search speed) v. performance (search accuracy) tradeoff.

AB - We develop a content-based audio COver Song IdeNtification (COSIN) system to detect/group cover songs.The COSIN takes music audio content as input and performs similarity searching to locate variants of the input (i.e., cover versions). Identified cover songs are returned in the rank order according to their similarity to the input.The COSIN also incorporates a set of tools to evaluate retrieval performance so researchers can explore different retrieval schemes and parameters (e.g. recall, precision).The COSIN utilizes a suite of techniques to detect cover songs including: Pitch + Dynamic Programming (DP), Chroma + DP, and Semantic Feature Summarization (SFS) + Hash-Based Approximate Matching (HBAM). Demonstration system shows that COSIN is a very potential music content retrieval tool. Running some music retrieval schemes on COSIN platform, recent experiments with SFS + LSH Variants demonstrate a nicely balanced efficiency (search speed) v. performance (search accuracy) tradeoff.

KW - Content-based audio retrieval

KW - Cover songs

KW - Hash-based indexing

KW - Musical audio sequences summarization

UR - http://www.scopus.com/inward/record.url?scp=70350625182&partnerID=8YFLogxK

UR - http://www.scopus.com/inward/citedby.url?scp=70350625182&partnerID=8YFLogxK

U2 - 10.1145/1459359.1459542

DO - 10.1145/1459359.1459542

M3 - Conference contribution

AN - SCOPUS:70350625182

SN - 9781605583037

T3 - MM'08 - Proceedings of the 2008 ACM International Conference on Multimedia, with co-located Symposium and Workshops

SP - 987

EP - 988

BT - MM'08 - Proceedings of the 2008 ACM International Conference on Multimedia, with co-located Symposium and Workshops

Y2 - 26 October 2008 through 31 October 2008

ER -

Yu Y, Downie JS, Moerchen F, Chen L, Joe K, Oria V. COSIN: Content-based retrieval system for cover songs. In MM'08 - Proceedings of the 2008 ACM International Conference on Multimedia, with co-located Symposium and Workshops. 2008. p. 987-988. (MM'08 - Proceedings of the 2008 ACM International Conference on Multimedia, with co-located Symposium and Workshops). doi: 10.1145/1459359.1459542

COSIN: Content-based retrieval system for cover songs

Abstract

Publication series

Other

All Science Journal Classification (ASJC) codes

Keywords

Access to Document

Other files and links

Fingerprint

Cite this