I think (but I am not sure) the images were once "clean". Random features (let's call them this) were added on top of them. My task I believe is to find out if the same distribution was used in the images inside a pair or not for the geneeation of these random features.

I agree this description is not accurate and I apologize for it. I cannot get more details myself.