Shopper Theme - How to add image to represent a category under "SHOP BY CATEGORY" like in the Live Demo

I've selected "Shopper Product Categories" under Appearance -> Customize -> Shopper Homepage and the section appears on my homepage but it's displaying default missing images for each categories. Is there a way to replace these images with relevant ones?