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Converting image filter in fourier space to image space

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Say I have an equation for a low pass image filter that is applied in Fourier space ( exp(-f) ) . How would I go about determining what this filter would look like in pixel space? Is there some way to come up with a sample pattern using a discrete inverse fourier transform?

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