An usual and effective way to define a similarity relation is from a function of distance. Nevertheless, if we consider only usual distances, then some natural kinds of similarity relations cannot be obtained. In this paper, we analyze some of these kinds of similarity relations, and we find non-usual distances in order to obtain these ones.