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Informed source separation of linear instantaneous under-determined audio mixtures by source index embedding
- Source :
- IEEE Transactions on Audio, Speech and Language Processing, IEEE Transactions on Audio, Speech and Language Processing, Institute of Electrical and Electronics Engineers, 2011, 19 (6), pp.1721-1733. ⟨10.1109/TASL.2010.2097250⟩
- Publication Year :
- 2011
- Publisher :
- HAL CCSD, 2011.
-
Abstract
- International audience; In this paper, we address the issue of underdeter- mined source separation of I non-stationary audio sources from a J-channel linear instantaneous mixture (J < I). This problem is addressed with a specific coder-decoder configuration. At the coder, source signals are assumed to be available before the mixing is processed. A time-frequency (TF) joint analysis of each source signal and mixture signal enables to select the subset of sources (among I) leading to the best separation results in each TF region. A corresponding source(s) index code is imperceptibly embedded into the mix signal using a watermarking technique. At the decoder, where the original source signals are unknown, the extraction of the watermark enables to invert the mixture in each TF region to recover the source signals. With such informed approach, it is shown that 5 instruments and singing voice signals can be efficiently separated from 2-channel stereo mixtures, with a quality that significantly overcomes the quality obtained by a semi-blind reference method and enables separate manipulation of the source signals during stereo music restitution (i.e. remixing).
- Subjects :
- Source code
Acoustics and Ultrasonics
Computer science
media_common.quotation_subject
Speech recognition
02 engineering and technology
computer.software_genre
Signal
Blind signal separation
remixing
[INFO.INFO-TS]Computer Science [cs]/Signal and Image Processing
0202 electrical engineering, electronic engineering, information engineering
Source separation
Electrical and Electronic Engineering
Audio signal processing
Digital watermarking
media_common
watermarking
020206 networking & telecommunications
Watermark
audio processing
Time–frequency analysis
020201 artificial intelligence & image processing
under-determined source separation
computer
Algorithm
[SPI.SIGNAL]Engineering Sciences [physics]/Signal and Image processing
Subjects
Details
- Language :
- English
- ISSN :
- 15587916
- Database :
- OpenAIRE
- Journal :
- IEEE Transactions on Audio, Speech and Language Processing, IEEE Transactions on Audio, Speech and Language Processing, Institute of Electrical and Electronics Engineers, 2011, 19 (6), pp.1721-1733. ⟨10.1109/TASL.2010.2097250⟩
- Accession number :
- edsair.doi.dedup.....893207cabcf381ee5ebd4129b7f0785b
- Full Text :
- https://doi.org/10.1109/TASL.2010.2097250⟩