For both dome and c/sunk, I centre-punch with one of those spring-loaded punches, then drill to just below head height with a drill just very slightly narrower that the shank. Then I use the shank of another same size bit to “worry” the head off.
Then punch out the tail.
Time consuming, but does not damage the skins.
KM