Obtaining the variance of the image noise
I found the answer. 

The correct approach is the next one:

In a controlled environment (appropiate ligth, no vibrations,...) take several images of the same object (e.g. a white sheet of paper). 
Then calculate the variance of each pixel on time (in different images).

Finally mean all those variances and there it is! the variance of the image noise.