calculating entropy of image or alternative?
Robert Kern
robert.kern at gmail.com
Sat Jul 4 06:49:12 CEST 2015
On 2015-07-04 02:17, telmo bacile wrote:
> Hi list, I found a code that calculates entropy of images with
> python that can be used for classifying interesting images from
> uninteresting ones. Interesting images has more structured patterns
> while uninsteresting are more noisy or completely homogeneous.
>
> I was thinking this code (entropy of image) can be used for measuring
> the level of disorder of a group of points in the image.
> For example:
> Imagine that we have 3 images, each image has 6 dots, the first one
> has very ordered dots , the second one have dots a little bit
> disordered and the third one has very dissordered dots.
> Then entropy of each image should measure the level of
> dissorganization of the dots.
>
> But the wierd thing is that when i experimented with this i got resuts
> without sense.
> The result i get is that the image with intermedium dissorder has
> less entropy that the very ordered image . Do anybody have an idea
> why im getting this result?
There is no single quantity that is "The Entropy" of a given image. Images don't
have "An Entropy". Probability distributions do. Images aren't probability
distributions, but there are several distributions of quantities that will be
associated with an image. The entropy of each of these distributions will each
tell you something different about the image.
What you are calculating is the entropy of the distribution of intensities of
the R, G, and B channels. This entropy quantity is related, more or less, to the
variety of colors that are in the image. This distribution (and thus the entropy
computed from it) doesn't take into account the spatial layout of the pixels.
You could take a spatially well-ordered image and rearrange the pixels
completely randomly; the entropy quantity that your code is computing will be
exactly the same because the pixels contribute to the histogram in the same way.
--
Robert Kern
"I have come to believe that the whole world is an enigma, a harmless enigma
that is made terrible by our own mad attempt to interpret it as though it had
an underlying truth."
-- Umberto Eco
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