The former Torquay United striker was signed by Latics' boss Paul Jewell after a great season on the south coach where he fired the Plainmoor outfit to league one two seasons ago.
Wednesday have paid for an undisclosed six-figure transfer fee and he has signed a three-year deal at Hillsborough.