The car was spotted a day later travelling north along McDonald Street before turning onto Orchard Street about 12.20pm.
Police said the offenders lost control of the vehicle, crashed into a fence before dumping the vehicle and fleeing the scene on foot.
Detectives have released CCTV of two men they believe may be able to assist with their enquiries.
Anyone who witnessed the crash, has dashcam footage or information is urged to contact Crime Stoppers on 1800 333 000.
