Title :
Initialization-robust multipitch estimation based on latent harmonic allocation using overtone corpus
Author :
Sakaue, Daichi ; Itoyama, Katsutoshi ; Ogata, Tetsuya ; Okuno, Hiroshi G.
Author_Institution :
Grad. Sch. of Inf., Kyoto Univ., Kyoto, Japan
Abstract :
We present a new method for modeling the overtone structures of musical instruments that uses an overtone corpus generated using a MIDI synthesizer. Since multipitch estimation requires a joint estimation of F0´s and their overtone structures, one of the most important problems is the overtone structure modeling. Latent harmonic allocation (LHA), a promising multipitch estimation method, is difficult to use for various applications because it requires appropriate prior distributions of the overtone structures, which cannot be determined from statistical evidence. Our method uses an overtone corpus to avoid the problem of setting prior distributions and instead restricts the lower and upper bounds of each overtone weight. The bounds are determined from reference signals generated by a MIDI synthesizer. Experimental results demonstrated that the overtone structures were stably and accurately estimated for a wide variety of initial settings.
Keywords :
audio signal processing; estimation theory; musical instruments; MIDI synthesizer; initialization-robust multipitch estimation; latent harmonic allocation; lower bounds; musical instruments; overtone corpus; overtone structures; prior distributions; reference signals; statistical evidence; upper bounds; Bayesian methods; Estimation; Frequency modulation; Harmonic analysis; Instruments; Resource management; Spectrogram; Multipitch estimation; harmonic clustering; musical instrument sounds; overtone estimation;
Conference_Titel :
Acoustics, Speech and Signal Processing (ICASSP), 2012 IEEE International Conference on
Conference_Location :
Kyoto
Print_ISBN :
978-1-4673-0045-2
Electronic_ISBN :
1520-6149
DOI :
10.1109/ICASSP.2012.6287907