Windows will set it as your default on all desktops. Right-click the wallpaper icons and choose which monitor you want to use ...

To get started, you can click on the Desktop icon on your Taskbar ... from where you set the desktop wallpaper. Now, you can find some wallpapers on your screen. Right-click on one of them ...