I would serge or zig zag the edges. If it's velvet, it's going to be slippery to work with. I would pin heavily or even baste. when you stitch the back, make sure that you are actually catching the fabric and you're not just putting a stitch into the pile. Also I would do a wider binding than normal, like about 1". this will give you enough room to turn the corner.