Barry, Dan, Fitzgerald, Derry, Coyle, Eugene and Lawlor, Bob (2005) Single Channel Source Separation using Short-time Independent Component Analysis. In: Audio Engineering Society Convention.
Text
ELE-Bob10.pdf
Download (298kB)
ELE-Bob10.pdf
Download (298kB)
Abstract
In this paper we develop a method for the sound source separation of single channel mixtures usingIndependent Component Analysis within a time -frequency representation of the audio signal. We apply standard Independent Component Analysis techniques to contiguous magnitude frames of the short-time Fourier transform of the mixture.Provided that the amplitude envelopes of each source are sufficiently different, it can be seen that it is possible to recover the independent short-time power spectra of each souce.A simple scoring scheme based on auditory scene analysis cues is then used to overcome the source ordering problem ultimately allowing each of the independent spectra to be assigned to the correct source. A final stage of adaptive filtering is then applied which forces each of the spectra to become more independent. Each of the sources is then resynthesised using the standard inverse short-time Fourier transform with an overlap add scheme.
Item Type: | Conference or Workshop Item (Paper) |
---|---|
Keywords: | Single Channel Source; Component Analysis; |
Academic Unit: | Faculty of Science and Engineering > Electronic Engineering |
Item ID: | 723 |
Depositing User: | Robert Lawlor |
Date Deposited: | 08 Oct 2007 |
Publisher: | AES Audio Engineer Society |
Refereed: | Yes |
URI: | https://mural.maynoothuniversity.ie/id/eprint/723 |
Use Licence: | This item is available under a Creative Commons Attribution Non Commercial Share Alike Licence (CC BY-NC-SA). Details of this licence are available here |
Repository Staff Only (login required)
Downloads
Downloads per month over past year