Which statistical test tells which classifier performs better than the other?
Cochran's Q test

Is a generalisation of the McNemars test and can be used to see if there is a truly better classifier for the metric chosen. You can ofcourse also do pairwise Mcnemare test and draw conclusions from there.

NOTE:

These things are expensive