Are you sure? I've never seen any college have restaurants on campus only school buildings. You normally have to travel off campus. The video looks like it's off the main road through Long Beach.
You sure it's not this one
16 W Park Ave, Long Beach, NY 11561-2018
or this one?
187 N Long Beach Rd, Rockville Centre, NY 11570