The incidents happened at Stockmans Lane and Ormeau Road on Tuesday shortly before 7pm.
A car was later stopped by police in the west of the city. The men, one aged 24 and two aged 28, were detained on suspicion of a number of offences including robbery.
They remain in police custody helping with their enquiries.
There are no further details.