The csv file has the URL to the original picture. Since most(all?) of them are from Wikipedia/Wikimedia commons each picture has its own page which includes metadata about the picture.
This does seem like a "tragedy of the commons" in the making if people start using Github as a photo sharing site, possibly in reaction to the demise of free photo sharing sites.