{"type":"ScholarlyArticle","title":"Active Learning with Ensembles for Image Classification","authors":[{"name":"Huan Liu","slug":"huan-liu-2","given":"Huan","family":"Liu","affiliation":""},{"name":"Amit Mandvikar","slug":"amit-mandvikar","given":"Amit","family":"Mandvikar","affiliation":""},{"name":"Patricia G. Foschi","slug":"patricia-g-foschi","given":"Patricia G.","family":"Foschi","affiliation":""},{"name":"Kari Torkkola","slug":"kari-torkkola","given":"Kari","family":"Torkkola","affiliation":""}],"abstract":"In many real-world tasks of image classification, limited amounts of labeled data are available to train automatic classifiers. Consequently, extensive human expert involvement is required for verification. A novel solution is presented that makes use of active learning combined with an ensemble of classifiers for each class. The result is a significant reduction in required expert involvement for uncertain image region classification.","doi":null,"url":"https://ijcai.org/proceedings/2003/227","pdf":"https://ijcai.org/proceedings/2003/0227.pdf","markdown":"https://ijcai.org/proceedings/2003/227.md","bibtex":"https://ijcai.org/proceedings/2003/bibtex/227","volume":{"slug":"2003","title":"Proceedings of the Eighteenth International Joint Conference on Artificial Intelligence","short_title":"IJCAI 2003","url":"https://ijcai.org/proceedings/2003/","year":2003,"location":"Acapulco, Mexico","dates":"","editors":"Georg Gottlob","isbn":"","publisher":"International Joint Conferences on Artificial Intelligence","doi_prefix":""},"section":null,"track":"","number":227,"pages":{"first":1435,"last":1435},"keywords":[],"videos":[],"references":[],"license_note":"Copyright International Joint Conferences on Artificial Intelligence."}