Welcome from Louisiana. I've seen fabric stores use the large flat clips that just slip on the edges of the fabric and the fold and tuck method. Sometimes, as in velvet, the fabric kind of sticks together, so you don't have to do either.
Bolt Buddies are the flat clips
http://stores.palsproducts.com/bolt-buddies-1/