Ricardo Dagnino emailed me months ago! a link to a very inventive research project that uses online images and crowdsourcing to map urban perception. The project is called Place Pulse and it is conducted by Cesar Hidalgo and his colleagues at the MIT Media Lab.
And here is one paper they published this year:
ps. They have a Video Abstract.