# Comparing Two Images

Fredrik Lundh | Updated March 17, 1997

## Exact Comparison #

The quickest way to determine if two images have exactly the
same contents is to get the difference between the two images,
and then calculate the bounding box of the non-zero regions in
this image. If the images are identical, all pixels in the
difference image are zero, and the bounding box function returns *None*.

import ImageChops def equal(im1, im2): return ImageChops.difference(im1, im2).getbbox() is None

## Root-Mean-Square Difference #

To get a measure of how similar two images are, you can
calculate the root-mean-square (RMS) value of the difference
between the images. If the images are exactly identical, this
value is zero. The following function uses the *difference*
function, and then calculates the RMS value from the histogram of
the resulting image.

# Example: File: imagediff.py import ImageChops import math, operator def rmsdiff(im1, im2): "Calculate the root-mean-square difference between two images" h = ImageChops.difference(im1, im2).histogram() # calculate rms return math.sqrt(reduce(operator.add, map(lambda h, i: h*(i**2), h, range(256)) ) / (float(im1.size[0]) * im1.size[1]))