In some cases, if you a lucky, you can also use the Wayback machine, AKA, the Internet Archive. They crawl the web, and snaphot sites over the years, and save many of the images as well. Here is an example
page that I set up back in 2007 for downloading my RoadRunner CarPC skin. The site has been down for 7 years now. I am amazed, that I was actually able to download the 57Mb file that they also archived as well!
[This message has been edited by JohnWPB (edited 02-06-2016).]