Package

toolkit.filtering

whitening

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package whitening

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  1. object NormalizeEnergy

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    Normalize the "energy" in a scalar field (which is assumed to be an image).

  2. object WhitenNaturalImage

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    Whiten a natural image.

    Whiten a natural image.

    Natural images have a power spectrum well approximated by 1 / f**2. This function flattens that spectrum to facilitate further processing. The algorithm is from Bruno Olshausen:

    http://redwood.berkeley.edu/bruno/npb261b/lab2/lab2.html

  3. object WhiteningFilter extends MatlabFunctions with libcog.Logarithm

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    A whitening filter for natural images that flattens the spectrum (on average).

    A whitening filter for natural images that flattens the spectrum (on average).

    This uses the fact that natural images have an amplitude spectrum of 1/f, so this is essentially a filter with the inverse spectrum. The algorithm is from Bruno Olshausen:

    http://redwood.berkeley.edu/bruno/npb261b/lab2/lab2.html

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