The Algerian Eye Stitch is traditionally
used in Canvas Embroidery, but it is a wonderful stitch worked
on regular fabric. Because of its square shape, it makes a
good filling stitch.
To sew the Algerian Eye, stitch eight Straight Stitches as shown in the
drawing below.
To vary this stich a little, you can add
eight additional Straight Stitches - either to fill in the
square or to just build up the center. These additional stitches
can also be in a different color.