I have done that and it caused me grief where two pieces came together because the blanket stitch only goes to one side. Now, I cut the piece that goes on the bottom just a bit bigger and overlap the top piece. That way I can do the blanket stitch in one direction AND I secure the bottom piece at the same time. Hope that makes sense.