title: crop center portion of a numpy image
body: <p>Let's say I have a numpy image of some width x and height y.
  I have to crop the center portion of the image to width cropx and height cropy. Let's assume that cropx and cropy are positive non zero integers and less than the respective image size. What's the best way to apply the slicing for the output image?</p>