The group continue to show their love of the horse family with the zebra-themed artwork.
The cover was posted on the group's official Twitter page along with the release date and information on where fans can pre-order.
"We can exclusively reveal the artwork for #MagicHour! It's released May 28th, pre order here: http://www.scissorsisters.com/," the band posted.
Earlier this month, Scissor Sisters premiered their first single from Magic Hour, 'Only the Horses'.
The track is co-produced by Alex Ridha and Calvin Harris ('We Found Love'), and it will be made available on May 13.
The Scissor Sisters have made a remix of Ladyhawke's upcoming single 'Sunday Drive'. Several other artists have also remixed the single, which is out on May 27 on iTunes.
Watch a lyric video of 'Only the Horses' below:
