DocumentCode
1037762
Title
Searching Musical Audio Using Symbolic Queries
Author
Suyoto, Iman S H ; Uitdenbogerd, Alexandra L. ; Scholer, Falk
Author_Institution
Sch. of Comput. Sci. & Inf. Technol., R. Melbourne Inst. of Technol., Melbourne, VIC
Volume
16
Issue
2
fYear
2008
Firstpage
372
Lastpage
381
Abstract
Finding a piece of music based on its content is a key problem in music in for music information retrieval . For example, a user may be interested in finding music based on knowledge of only a small fragment of the overall tune. In this paper, we consider the searching of musical audio using symbolic queries. We first propose a relative pitch approach for representing queries and pieces. Experiments show that this technique, while effective, works best when the whole tune is used as a query. We then present an algorithm for matching based on a pitch classes approach, using the longest common subsequence between a query and target. Experimental evaluation shows that our technique is highly effective, with a mean average precision of 0.77 on a collection of 1808 recordings. Significantly, our technique is robust for truncated queries, being able to maintain effectiveness and to retrieve correct answers whether the query fragment is taken from the beginning, middle, or end of a piece. This represents a significant reduction in the burden placed on users when formulating queries.
Keywords
audio signal processing; music; query formulation; query processing; information retrieval; musical audio; pitch classes approach; symbolic query formulation; Computer science; Content based retrieval; Dynamic programming; Helium; Information technology; Instruments; Multiple signal classification; Music information retrieval; Robustness; Timbre; Dynamic programming; information search and retrieval; query formulation; retrieval models; search process; sound and music computing;
fLanguage
English
Journal_Title
Audio, Speech, and Language Processing, IEEE Transactions on
Publisher
ieee
ISSN
1558-7916
Type
jour
DOI
10.1109/TASL.2007.911644
Filename
4432651
Link To Document