If you're on Chrome you don't even have to go into properties. Simply right clicking gives you the option to 'Copy image URL'. (Ooh, just seen it's been said above - I've only recently started using Chrome and it's great. Can't believe I didn't switch sooner!)
In internet explorer you need to right click, go to to properties and copy the image URL.