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Entry level categories -the labels people will use to name an object -were originally defined and studied by psychologists in the 1980s. In this paper we study entrylevel categories at a large scale and learn the first models for predicting entry-level categories for images. Our models combine visual recognition predictions with proxies for word "naturalness" mined from the enormous amounts of text on the web. We demonstrate the usefulness of our models for predicting nouns (entry-level words)doi:10.1109/iccv.2013.344 dblp:conf/iccv/OrdonezDCBB13 fatcat:hyj3rcbp65cqhis5xgmxz5qv4m