This is a great project for using up fabric remnants from other projects that are eye-catching and fabulous but maybe not hard-wearing enough to be used as upholstery fabric.
You can paint many fabrics including velour and velvet – what you are essentially doing is dying the fabric as most techniques advise watering down the paint a bit.