High-pass filters give histograms with positive kurtosis
Eric W. Clarkson, Harrison H. Barrett · Optics Letters · 2001
If we filter an ensemble of natural images with a high-pass filter, the output is a random variable. The probability density for this variable will, under fairly general assumptions, be a Gaussian scale mixture. The kurtosis for this type of distribution is always positive.