I made a simple grayscale image with paint.net:
Then I simply read the image using MATLAB imread() and got something like this (same thing for Octave):
I checked the background value and it's 55 instead of 255.
I then tried the same thing in Python using pyplot.imread() and get the expected result:
I saw this a couple of times even when I was reading something like Lena in MATLAB -- the gray scale was totally messed up. Does anyone know what's wrong with imread in MATLAB (and Octave)?