This infographic from Postrocket gets into the specificity of how and why images should be optimized for Facebook Edgerank.
It addresses photos in the context of display for the NewsFeed, as well as the optimal dimensions for profiles, cover photos and post link previews.
Via Lauren Moss, Steven Hughes
Great answers to many questions you always have in your mind
images are key..... too obvious??