After clicking on your choice of wallpaper size, a large version will appear. Then ...
Right-click over the image and choose "Set As Wallpaper."
Control-click on the link below and select "Save Image As ..." and save the file to a location that you will remember. Then go to the Desktop & Screen Saver manager in your System Preferences to select the file you saved.