Recently OpenSource application for Images Gallery was reviewed, and the best one was simply: a WordPress plugin!
WordPress killed all open source applications.
Or more precisely:
WordPress gave the minimum framework for new applications.
So if you are looking for a not so sophisticated application: look no further than a WordPress plugin!