import math


def image_entropy(im):
    """
    Calculate the entropy of an image. Used for "smart cropping".
    
    """
    hist = im.histogram()
    hist_size = float(sum(hist))
    hist = [h / hist_size for h in hist]
    return -sum([p * math.log(p, 2) for p in hist if p != 0])