The incident happened on the Andersonstown Road in the west of the city.
It was reported to police shortly before 02:00 BST on Sunday.
Police are appealing for anyone who witnessed the assault to contact them at Woodbourne station on the non-emergency 101 number.
A woman has been taken to hospital after she was reportedly pushed through the glass window of a fast-food takeaway in Belfast.