Wavelet Toolbox |
Reconstruction Filters
The filtering part of the reconstruction process also bears some discussion, because it is the choice of filters that is crucial in achieving perfect reconstruction of the original signal.
The downsampling of the signal components performed during the decomposition phase introduces a distortion called aliasing. It turns out that by carefully choosing filters for the decomposition and reconstruction phases that are closely related (but not identical), we can "cancel out" the effects of aliasing.
A technical discussion of how to design these filters is available on page 347 of the book Wavelets and Filter Banks, by Strang and Nguyen. The low- and high-pass decomposition filters (L
and H
), together with their associated reconstruction filters (L'
and H'
), form a system of what is called quadrature mirror filters:
Wavelet Reconstruction | Reconstructing Approximations and Details |
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