I agree with Pete that this method alone leads to good results with the kind of images chosen in the paper. However, it is very interesting how a simple look at the frequency domain can tell the difference between these two sets of images. This might not be enough for other tasks but at least gives an initial estimate of what kind of image and mean depth we are dealing with. I would like to see this SPC kind of representation working with EMD.