Title :
Spectro-temporal modeling of harmonic magnitude tracks for music source separation
Author :
Gunawan, David ; Sen, D.
Author_Institution :
Sch. of Electr. Eng. & Telecommun., Univ. of New South Wales, Sydney, NSW, Australia
Abstract :
Resolving overlapping harmonics remains a persistent and unsolved issue when separating individual sources from a single channel mixture of harmonic musical instruments. In this paper we present a novel method for resolving overlapping harmonics using a harmonic magnitude track prediction model, which exploits the spectro-temporal correlations that exist between instrument harmonics. The performance of the model is evaluated against other approaches and is shown to provide better and more robust estimates of the harmonic magnitudes as a function of time.
Keywords :
acoustic signal processing; harmonics; music; musical instruments; source separation; harmonic magnitude track prediction model; harmonic musical instruments; music source separation; overlapping harmonics; single channel; spectro-temporal correlations; spectro-temporal modeling; Australia; Frequency estimation; Instruments; Music; Power harmonic filters; Predictive models; Robustness; Source separation; Spatial resolution; Trajectory;
Conference_Titel :
Multimedia Signal Processing, 2009. MMSP '09. IEEE International Workshop on
Conference_Location :
Rio De Janeiro
Print_ISBN :
978-1-4244-4463-2
Electronic_ISBN :
978-1-4244-4464-9
DOI :
10.1109/MMSP.2009.5293318