From the Toolbar Controls, click the ellipses button.

Select "Change Background Image". 

Click the upload cloud and upload your own replacement image or choose one from the image library at the bottom of the popup window. 

Upon selecting a new image, you will be given the option to confirm (Use This Image) or try something different (Back).