Early reports indicated there were around five different "hit and runs", and officers attended a number of locations including Crossways Road, Cowbridge Road West, Grand Avenue, and Sloper Road.
Police advised motorists to avoid the area.
Witnesses said they saw "at least seven ambulances" and scores of police vehicles in the Ely area.