Title :
Informed source separation: Underdetermined source signal recovery from an instantaneous stereo mixture
Author :
Gorlow, Stanislaw ; Marchand, Sylvain
Author_Institution :
LaBRI, Univ. of Bordeaux 1, Talence, France
Abstract :
The present paper exposes a new technique that aims at solving an ill-posed source separation problem encountered in stereo mixtures. The proposed method is realized in an encoder-decoder framework: On the encoder side, a set of spectral envelopes is extracted from the original tracks, which are known. These envelopes are passed on to the decoder in attachment to the stereo mixture, whereas the frequency resolution of the former is adapted to the critical bands, and their magnitude is logarithmically quantized. On the decoder side, the mixture signal is decomposed by time-frequency selective iterative spatial filtering guided by a source activity index, which is derived from the spectral envelope values. A comparison with a similar algorithm reveals that the novel approach yields a higher perceptual audio quality at a much lower data rate.
Keywords :
audio coding; iterative methods; source separation; spatial filters; time-frequency analysis; audio quality; encoder-decoder framework; frequency resolution; ill-posed source separation problem; informed source separation; instantaneous stereo mixture; original-track extraction; source activity index; source signal recovery; spectral envelope values; spectral envelopes; time-frequency selective iterative spatial filtering; Array signal processing; Decoding; Indexes; Signal resolution; Signal to noise ratio; Source separation; Speech; Inverse problem; informed source separation; psychoacoustics; spatial filtering; stereo;
Conference_Titel :
Applications of Signal Processing to Audio and Acoustics (WASPAA), 2011 IEEE Workshop on
Conference_Location :
New Paltz, NY
Print_ISBN :
978-1-4577-0692-9
Electronic_ISBN :
1931-1168
DOI :
10.1109/ASPAA.2011.6082312