It happened Saturday night on the 1600 block of Diamond Street.
An argument broke out between several Temple Students and others who were not students. Police said the argument then escalated into a fight.
Officials said the injured students were taken to Temple University Hospital with non-life-threatening injuries.
Police said no arrests have been made at this time.