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  4. Sparsity-based Source Separation with Scale-Discretized Steerable Wavelets
 
conference presentation

Sparsity-based Source Separation with Scale-Discretized Steerable Wavelets

Hammond, David K
•
Wiaux, Yves  
•
Vandergheynst, Pierre  
2008
SIAM Imaging Science Conference

In this talk, we discuss the issue of source separation in a signal on the sphere or on the plane, relying on the sparsity of one signal component in a scale-discretized steerable wavelet basis. The steerability of wavelets allows to probe in detail the local morphology of a signal at each analysis scale. It gives access to local measures of signed-intensity, orientation, elongation, etc. The scale discretization of the wavelets allows the reconstruction of the signal analyzed. In this context, local directional features can be identified at any scale from their sparsity in wavelet space, and reconstructed after their separation from other signal components. In cosmology, this approach reveals to be of great interest for the search of topological defects in the cosmic microwave background signal, such as cosmic strings.

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Type
conference presentation
Author(s)
Hammond, David K
Wiaux, Yves  
Vandergheynst, Pierre  
Date Issued

2008

Subjects

Wavelets

•

Source Separation

•

Cosmic Strings

•

Denoising

Written at

EPFL

EPFL units
LTS2  
Event nameEvent placeEvent date
SIAM Imaging Science Conference

San Diego

July 7-9, 2008

Available on Infoscience
January 20, 2009
Use this identifier to reference this record
https://infoscience.epfl.ch/handle/20.500.14299/33880
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