The car is reported to have mounted the pavement just after 3.10pm.
The incident happened outside of the Beatrix Potter Primary School.
Police have confirmed that all of the injuries are not life-threatening, with one child suffering a broken leg.
The driver stopped at the scene and did not suffer any injuries,
Police have not arrested anyone in relation to the incident.