The move leaves the Browns with 88 players, two short of the 90-player limit.
The 24-year-old Faulk spent the 2013 season on injured reserve with Cleveland after knee surgery. Faulk suffered a torn ACL and MCL at LSU in 2012.
Rogers, 27, signed with the Browns in June. He was waived with an injury.