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A 22-year-old man and a five-year-old boy were in the car which was side-swiped.
The Audi was later found on fire in Ashwood. Credit:Nine News
Both were taken to Dandenong Hospital in a stable condition with non-life threatening injuries.
The Commodore driver was then picked up by a driver in an Audi.
As it sped away from the scene, it clipped a pedestrian who wasn't seriously injured.
Shortly after, police were called to reports of a car on fire in Ashwood, a half hour's drive from Doveton.
Firefighters put out the car fire shortly after the hit-run crash. Credit:Nine News
Police suspect the burning Audi is the same car that picked up the driver involved in the hit-run.
Footage from Nine News shows firefighters battling the blaze in a car park near Gardiners Creek Trail.
The offenders are still on the run.