The 24-year-old Republic of Ireland international forward has joined on a four-year deal for an undisclosed fee.
Blades boss Chris Wilder said: "Callum fits into our structure perfectly."
Robinson began his career at Aston Villa and made his Premier League debut for the club in April 2014.
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