Downloading an image that's embedded in a Google Docs file isn't a straightforward process, but it's definitely possible. If someone's sent you a doc but forgot to attach the images separately ...

In Google Docs, you can add watermark, picture and solid color background to your page. Learn how to insert Background Images in Google Docs.