I'm always looking for brand new things to do and challenge myself. So I finally did the dining set!
I looked at how to cover real life size dining chairs. I found this tutorial which was pretty simple: http://ruthiebemaude.blogspot.com/2014/04/easy-parson-chair-slip-covers.html
I just added a ruffle at the bottom and bows.