Title :
A stream segregation algorithm for polyphonic music databases
Author :
Szeto, Wai Man ; Wong, Man Hon
Author_Institution :
Dept. of Comput. Sci. & Eng., Chinese Univ. of Hong Kong, China
Abstract :
Most of the existing algorithms for music information retrieval are based on string matching. However, some searching results are perceptually insignificant in the sense that they cannot really be heard, owing to negligence of how people perceive music. When listening to music, it is perceived in groupings of musical notes called streams. Stream-crossing musical patterns are perceptually insignificant and should be pruned out from the final results. Stream segregation should be added as a pre-processing or post-processing step in existing retrieval systems in order to improve the quality of retrieval results. The key ideas are: (a) representation of music in the form of events, (b) formulation of the inter-event and the intercluster distance functions based on the findings in auditory psychology, and (c) application of the distance functions in the adapted single-link clustering algorithm without input of number of clusters. Experiments are performed on real music data to verify our proposed method.
Keywords :
content-based retrieval; data structures; multimedia databases; multimedia systems; music; query formulation; auditory psychology; distance function application; intercluster distance function formulation; interevent distance function formulation; music information retrieval; music listening; music representation; musical note; polyphonic music database; retrieval result quality improvement; retrieval system; single-link clustering algorithm; stream segregation algorithm; stream-crossing musical pattern pruning; string matching; Acoustical engineering; Clustering algorithms; Computer science; Data engineering; Databases; Frequency; Multiple signal classification; Music information retrieval; Pattern matching; Psychology;
Conference_Titel :
Database Engineering and Applications Symposium, 2003. Proceedings. Seventh International
Print_ISBN :
0-7695-1981-4
DOI :
10.1109/IDEAS.2003.1214920