TY - GEN
T1 - Phase reconstruction of spectrograms based on a model of repeated audio events
AU - Magron, Paul
AU - Badeau, Roland
AU - David, Bertrand
N1 - Publisher Copyright:
© 2015 IEEE.
PY - 2015/11/24
Y1 - 2015/11/24
N2 - Phase recovery of modified spectrograms is a major issue in audio signal processing applications, such as source separation. This paper introduces a novel technique for estimating the phases of components in complex mixtures within onset frames in the Time-Frequency (TF) domain. We propose to exploit the phase repetitions from one onset frame to another. We introduce a reference phase which characterizes a component independently of its activation times. The onset phases of a component are then modeled as the sum of this reference and an offset which is linearly dependent on the frequency. We derive a complex mixture model within onset frames and we provide two algorithms for the estimation of the model phase parameters. The model is estimated on experimental data and this technique is integrated into an audio source separation framework. The results demonstrate that this model is a promising tool for exploiting phase repetitions, and point out its potential for separating overlapping components in complex mixtures.
AB - Phase recovery of modified spectrograms is a major issue in audio signal processing applications, such as source separation. This paper introduces a novel technique for estimating the phases of components in complex mixtures within onset frames in the Time-Frequency (TF) domain. We propose to exploit the phase repetitions from one onset frame to another. We introduce a reference phase which characterizes a component independently of its activation times. The onset phases of a component are then modeled as the sum of this reference and an offset which is linearly dependent on the frequency. We derive a complex mixture model within onset frames and we provide two algorithms for the estimation of the model phase parameters. The model is estimated on experimental data and this technique is integrated into an audio source separation framework. The results demonstrate that this model is a promising tool for exploiting phase repetitions, and point out its potential for separating overlapping components in complex mixtures.
KW - Phase repetitions
KW - audio source separation
KW - phase reconstruction
KW - time-frequency analysis
UR - https://www.scopus.com/pages/publications/84960879597
U2 - 10.1109/WASPAA.2015.7336935
DO - 10.1109/WASPAA.2015.7336935
M3 - Conference contribution
AN - SCOPUS:84960879597
T3 - 2015 IEEE Workshop on Applications of Signal Processing to Audio and Acoustics, WASPAA 2015
BT - 2015 IEEE Workshop on Applications of Signal Processing to Audio and Acoustics, WASPAA 2015
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - IEEE Workshop on Applications of Signal Processing to Audio and Acoustics, WASPAA 2015
Y2 - 18 October 2015 through 21 October 2015
ER -