I know these are not from 2012 but ill mention some movies that are romantic. Maybe you haven't seen these. A Walk in the Clouds, Letters to Juliet, Somewhere in Time. A couple of those are oldies but goodies
One of my favorites (and my husband's) is from 1984... "Romancing the Stone". It's got EVERYTHING! Michael Douglas, and Kathleen Turner=romance, adventure (the whole movie), mystery (the stone), comedy (Danny DeVito)... It's great!