World Cities dataset consists of 2,226,414 geo-tagged images from 40 cities, crawled from Flickr using geographic queries covering a window of each city center. It is designed to be used as a distractor set along with any annotated test set. We also provide an appropriate test set. The Flickr Logos 27 dataset is an annotated logo dataset downloaded from Flickr and contains more than four thousand