A 79-year-old man drove his Jeep off McGrath Highway in Somerville and onto a sidewalk Saturday afternoon, injuring himself and a female pedestrian, State Police said.

The woman, 43, of Somerville, was taken to Massachusetts General Hospital for treatment of serious injuries, said Lieutenant Tom Ryan, a department spokesman.

The man was also taken to MGH for treatment of minor injuries.