You could try spray-on starch (available from the laundry section in supermarkets). You just spray it on and iron it and it stiffens the fabric to keep it in place. I've done this with a velvet top I had that had collars that kept rolling back on themselves and it worked a treat. Just make sure you spray the starch on the reverse side so it doesn't mess up the velvety pile.