Drill Press Chuck Removal

The delta radial drill press that i have is from the late 60s and it has a jacobs taper on the chuck end of the spindle, but no collar as is shown in the picture.An alternate spindle was available that had a 12 hole for use with sanding drums, router bits, etc.