The 26-year-old Wales international has signed a three-year deal at Pride Park.
Rams boss Billy Davies said: "We are delighted to have a new striker on board with a fantastic track record in terms of goals scored at every level he has played, including the Premier League and internationals.
"Robert is a fantastic additional to my squad and I'm sure the fans will be excited that we have a new fox in the box for the new season."