[viggity]

http://lorempixel.com/ - does something very similar, but you can tell it the size of picture you're looking for and all the images are creative commons.

http://lorempixel.com/400/200/sports/2/

[anandvc]

Interesting... the size option could be useful. lorempixel seems to be limited in terms of keywords to a certain pre-fixed set though.