The absentee ballots counted and rejected by the board of elections shall, after the registration required by section 671 of this title, be wrapped and sealed in separate packages properly marked as to their contents, and shall be delivered to the Supervisor of Elections along with the other ballots required by section 626 of this title to be delivered to him. The Supervisor of Elections shall preserve them with such other ballots for a period of at least two years.