Kentucky - 8 Titles

The University of Kentucky currently has eight titles in all.  They recently won in 2012 and even went all the way to the championship game in 2014, but fell to the University of Connecticut.  Below is an image of their arena.  As you can see from the image, Rupp Arena is quite large and they're happy to flaunt their banners.