The periscope object initially had 28 vertices. First, I tried to merge vertices by selecting them individually in the Edit Mode by selecting the Vertex Select tool. The minimum I could get was 14 vertices.
Later, as shown in the video, selecting the entire model and then setting distance to 0.00001 to Remove Doubles reduced it down to 12 vertices.
Missed 2 vertices!