I've used this method and looks like the exact type of cording. The tutorial shows a small cord but you can actually use whatever size you want. Just need to adjust the size of your cut fabric.
http://www.patternpile.com/sewing-pa...-cording-foot/
It looks a little tricky but it's really not.