Try this product; even though it's for embroidery for holding fabric to the back of the hoop when doing "in the hoop" projects; it works great and it sticks well for embroidery to hold fabric onto the stabilizer so I would think it'd work great for this. And I have used my pieces more than once.
~http://www.qualitysewing.com/embroidery-perfection-tape-frac34-x-20-yard-roll.html
Last edited by sewnclog; 10-17-2016 at 10:40 AM.
Reason: Left off the link