I am outside the US - do I need a new visa to come for this?

Depends on your stamp. Still-valid F-1: enter with the new school's I-20, generally within 30 days before the program starts. Expired or never had one: book an F-1 interview with the new I-20 first, then enter. Either way it starts with admission - let's get that moving.