I knew I couldn't be the only one out there!
Whilst looking for some stash-busting patterns over on Ravelry.com, I came across a newly posted pattern for these:
Rock Band Drum Cozies! Designed to be noise reducing covers, they are also a smart idea for storage. Mama Belle, the designer, is selling the pattern in her Etsy shop.