I've been trying to make this decision as well. Having not tried either, it looks like boost.test and googletest are the best options available right now (best in my opinion, measured by feature set & likelihood of continued future support/development). I'm leaning toward googletest but if other people at work are already using boost, then I think there's little reason to introduce more dependencies; i.e., googletest isn't substantially better.
Both of these are kinda heavy in the footprint department so if you want something really lightweight, I think there are things like cutest for C++.
You can search around for some well-informed comparisons of various C++ testing frameworks. Wikipedia is a decent starting place in terms of just listing out which frameworks have what [commonly] desired options. I'll say that the direct analogues of things like junit are *not* what you want in C++; those frameworks are pain.