Comment by mikewarot

Picasa was awesome, they had face recognition years before almost everything else, in a nice offline package.

Unfortunately the last public version has a bug that randomly swaps face tags, so you end up training on the wrong persons faces just enough to throw it all off, and the recognition becomes effectively worthless on thousands of family photos. 8(

Digikam is a weak sauce replacement that barely gets the job done.