Flat stitch, Unlike mattress stitch, this stitch creates a join that is completely flat. Lay the two edges to be joined side by side with the right side facing you. Using a yarn sewing needle, pick up the very outermost strand of knitting from one side and then the other, working your way along the seam and pulling your yarn up firmly every few stitches.