MIREX 2012: MULTI FEATURE BEAT TRACKER (ZDG1 AND ZDG2)

The Multi-feature Beat tracker uses 5 different onsets detection function to estimates the beats of a musical audio signal using only one beat tracker algorithm, finally the beat tracker output is selected using a committee technique presented in previous works. The algorithm ZDG2 get the higher value in five of the ten measures in the Mckinney Dataset in 2012 and the higher AMLt and AMLc values in all the years in the Beat tracking task in the same dataset.

[1]  D. Ellis Beat Tracking by Dynamic Programming , 2007 .

[2]  Yannis Stylianou,et al.  Beat Tracking using Group Delay Based Onset Detection , 2008, ISMIR.

[3]  WU KarenT,et al.  Results , 1969 .

[4]  H. Sebastian Seung,et al.  Query by committee , 1992, COLT '92.

[5]  Matthew E. P. Davies,et al.  Reliability-Informed Beat Tracking of Musical Signals , 2012, IEEE Transactions on Audio, Speech, and Language Processing.

[6]  Matthew E. P. Davies,et al.  Measuring the Performance of Beat Tracking Algorithms Using a Beat Error Histogram , 2011, IEEE Signal Processing Letters.

[7]  Matthew E. P. Davies,et al.  Real-time beat-synchronous analysis of musical audio , 2009 .

[8]  Matthew E. P. Davies,et al.  Assigning a Confidence Threshold on Automatic Beat Annotation in Large Datasets , 2012, ISMIR.

[9]  Jean Laroche,et al.  Efficient Tempo and Beat Tracking in Audio Recordings , 2003 .

[10]  S. Dixon ONSET DETECTION REVISITED , 2006 .

[11]  Malcolm D. Macleod,et al.  Onset Detection in Musical Audio Signals , 2003, ICMC.

[12]  Matthew E. P. Davies,et al.  Context-Dependent Beat Tracking of Musical Audio , 2007, IEEE Transactions on Audio, Speech, and Language Processing.

[13]  Matthew E. P. Davies,et al.  Towards a musical beat emphasis function , 2009, 2009 IEEE Workshop on Applications of Signal Processing to Audio and Acoustics.

[14]  Matthew E. P. Davies,et al.  Selective Sampling for Beat Tracking Evaluation , 2012, IEEE Transactions on Audio, Speech, and Language Processing.

[15]  Orberto,et al.  Evaluation Methods for Musical Audio Beat Tracking Algorithms , 2009 .

[16]  Florian Krebs,et al.  Evaluating the Online Capabilities of Onset Detection Methods , 2012, ISMIR.

[17]  Hendrik Purwins,et al.  Unsupervised Analysis and Generation of Audio Percussion Sequences , 2010, CMMR.