import numpy as np
import pylab
import mahotas.surf
f = mahotas.imread('lena.png')
spoints = mahotas.surf.surf(f)
f2 = mahotas.surf.show_surf(f, spoints[:20])
pylab.imshow(f2)
pylab.show()
Note that only grayscale images can be directly used as the input. Here only the first 20 interesting points have been plotted.

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