How to fade in background image when page loads?

Hi everyone! I ran across this website the other day and I really like how the background image fades in http://www.august.com.au/ Looks like they did that with flash, but I was wondering how to go about creating that effect with jquery.

Anyone have any ideas? I'd really appreciate it! Thanks!