Well, you technically don't need a central server for Git or Mercurial... but that probably isn't what you are asking. SVN is pretty much set up in one of two ways, being served though mod_dav in apache or over ssh. It isn't too bad as far as setup goes, but you will need a machine that can run it, and there are other things to take into consideration like permissions for the repositories.