DocumentCode :
2272932
Title :
Compressive Coding of Stereo Audio Signals Extracting Sparseness among Sound Sources with Independent Component Analysis
Author :
Miyabe, Shigeki ; Mihashi, Tadashi ; Takatani, Tomoya ; Saruwatari, Hiroshi ; Shikano, Kiyohiro ; Nomura, Toshiyuki
Author_Institution :
Graduate School of Information Science, Nara Institute of Science and Technology; Research Fellow of the Japan Society for the Promotion of Science. shige-m@is.naist.jp
fYear :
2007
fDate :
21-24 Oct. 2007
Firstpage :
331
Lastpage :
334
Abstract :
In this paper we propose a new compressive coding method of stereo audio signals extracting sparseness among sound sources by using independent component analysis. Some researchers have proposed a compressive coding method of multi-channel audio called binaural cue coding (BCC), and the ISO/MPEG standardization group discusses standard of next generation audio based on BCC. BCC has an underlying model assuming existence of only a single sound source in each subband of the multi-channel audio signal. Mismatch of this model often occurs and as a result quality of reconstructed multi-channel signal degrades. To extract the time-frequency grids where only a single source exists, we apply independent component analysis (ICA) to stereo signals. Using this analysis, a single dominant source can be chosen efficiently in each of frequency bins. In addition, transfer functions to reconstruct stereo signal from the dominant source is also extracted by ICA. Experiments based on both objective and subjective evaluations ascertains efficiency of the proposed method.
Keywords :
Bit rate; Data mining; Decoding; ISO standards; Independent component analysis; Nonlinear filters; Signal analysis; Signal design; Signal processing; Standardization;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Applications of Signal Processing to Audio and Acoustics, 2007 IEEE Workshop on
Conference_Location :
New Paltz, NY, USA
Print_ISBN :
978-1-4244-1620-2
Electronic_ISBN :
978-1-4244-1619-6
Type :
conf
DOI :
10.1109/ASPAA.2007.4393056
Filename :
4393056
Link To Document :
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