{"type":"ScholarlyArticle","title":"WSABIE: Scaling Up to Large Vocabulary Image Annotation","authors":[{"name":"Jason Weston","slug":"jason-weston","given":"Jason","family":"Weston","affiliation":""},{"name":"Samy Bengio","slug":"samy-bengio","given":"Samy","family":"Bengio","affiliation":""},{"name":"Nicolas Usunier","slug":"nicolas-usunier","given":"Nicolas","family":"Usunier","affiliation":""}],"abstract":"Image annotation datasets are becoming larger and larger, with tens of millions of images and tens of thousands of possible annotations. We propose a strongly performing method that scales to such datasets by simultaneously learning to optimize precision at the top of the ranked list of annotations for a given image and learning a low-dimensional joint embedding space for both images and annotations. Our method, called Wsabie, both outperforms several baseline methods and is faster and consumes less memory.","doi":"10.5591/978-1-57735-516-8/IJCAI11-460","url":"https://ijcai.org/proceedings/2011/460","pdf":"https://ijcai.org/proceedings/2011/0460.pdf","markdown":"https://ijcai.org/proceedings/2011/460.md","bibtex":"https://ijcai.org/proceedings/2011/bibtex/460","volume":{"slug":"2011","title":"Proceedings of the Twenty-Second International Joint Conference on Artificial Intelligence","short_title":"IJCAI 2011","url":"https://ijcai.org/proceedings/2011/","year":2011,"location":"Barcelona, Catalonia, Spain","dates":"16–22 July 2011","editors":"Toby Walsh","isbn":"978-1-57735-512-0; 978-1-57735-513-7; 978-1-57735-514-4; 978-1-57735-515-1; 978-1-57735-516-8","publisher":"AAAI Press/International Joint Conferences on Artificial Intelligence","doi_prefix":""},"section":null,"track":"","number":460,"pages":{"first":2764,"last":2769},"keywords":[],"videos":[],"references":[],"license_note":"Copyright International Joint Conferences on Artificial Intelligence."}