You haven't quite got it, have you?
Planning permission ain't usually needed for internal structural alterations - like say taking down a wall between two rooms. But building regs apply. So the safest way is to ask your BCO what's required before starting and get him to check at stages throughout the work. If the work is complex, he'll almost certainly require calculations from a structural engineer.