Context-dependent beat tracking of musical audio

被引:86
作者
Davies, Matthew E. P. [1 ]
Plumbley, Mark D. [1 ]
机构
[1] Queen Mary Univ London, Dept Elect Engn, London E1 4NS, England
来源
IEEE TRANSACTIONS ON AUDIO SPEECH AND LANGUAGE PROCESSING | 2007年 / 15卷 / 03期
关键词
beat tracking; musical meter; onset detection; rhythm analysis;
D O I
10.1109/TASL.2006.885257
中图分类号
O42 [声学];
学科分类号
070206 ; 082403 ;
摘要
We present a simple and efficient method for beat tracking of musical audio. With the aim of replicating the human ability of tapping in time to music, we formulate our approach using a two state model. The first state performs tempo induction and tracks tempo changes, while the second maintains contextual continuity within a single tempo hypothesis. Beat times are recovered by passing the output of an onset detection function through adaptively weighted comb filterbank matrices to separately identify the beat period and alignment. We evaluate our beat tracker both in terms of the accuracy of estimated beat locations and computational complexity. In a direct comparison with existing algorithms, we demonstrate equivalent performance at significantly reduced computational cost.
引用
收藏
页码:1009 / 1020
页数:12
相关论文
共 25 条
[1]  
ALLEN P, 1990, P 1990 INT COMP MUS, P140
[2]   Audio thumbnailing of popular music using chroma-based representations [J].
Bartsch, MA ;
Wakefield, GH .
IEEE TRANSACTIONS ON MULTIMEDIA, 2005, 7 (01) :96-104
[3]  
Bell RE, 2004, J ENDOVASC THER, V11, P6
[4]  
Bello J. P., 2005, P 6 INT C MUS INF RE, P304, DOI DOI 10.5281/ZENODO.1417431
[5]   A tutorial on onset detection in music signals [J].
Bello, JP ;
Daudet, L ;
Abdallah, S ;
Duxbury, C ;
Davies, M ;
Sandler, MB .
IEEE TRANSACTIONS ON SPEECH AND AUDIO PROCESSING, 2005, 13 (05) :1035-1047
[6]   DETERMINATION OF THE METER OF MUSICAL SCORES BY AUTOCORRELATION [J].
BROWN, JC .
JOURNAL OF THE ACOUSTICAL SOCIETY OF AMERICA, 1993, 94 (04) :1953-1957
[7]  
Davies Matthew E. P., 2004, P 5 INT S MUS INF RE, P164
[8]   Automatic extraction of tempo and beat from expressive performances [J].
Dixon, S .
JOURNAL OF NEW MUSIC RESEARCH, 2001, 30 (01) :39-58
[9]  
DIXON S, 2004, P INT C MUS INF RETR, P509
[10]   An audio-based real-time beat tracking system for music with or without drum-sounds [J].
Goto, M .
JOURNAL OF NEW MUSIC RESEARCH, 2001, 30 (02) :159-171