A New Framework for Semisupervised and Multitask Learning: with applications to image annotation - Brossura
Sinossi
Labeling image collections is a tedious and time consuming task, especially when multiple labels have to be chosen for each image. On the other hand, the explosion of Internet content has provided cheap access to almost unlimited amounts of data, albeit with a lower quality of annotations. This dissertation deals with the problem of automatically annotating images, by introducing a new framework that extends state-of-the-art models in word prediction to incorporate information from two sources, unlabeled examples and correlated labels. This is the first semisupervised multitask model used in vision problems of these characteristics.
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L'autore
Nicolas Loeff received a Ph.D. in electrical and computer engineering from the University of Illinois at Urbana-Champaign. His research interests include machine learning, computer vision and computational finance.
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A New Framework for Semisupervised and Multitask Learning
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LAP LAMBERT Academic Publishing Aug 2011, 2011
ISBN 10: 384540907X
ISBN 13: 9783845409078
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Taschenbuch. Condizione: Neu. This item is printed on demand - it takes 3-4 days longer - Neuware -Labeling image collections is a tedious and time consuming task, especially when multiple labels have to be chosen for each image. On the other hand, the explosion of Internet content has provided cheap access to almost unlimited amounts of data, albeit with a lower quality of annotations. This dissertation deals with the problem of automatically annotating images, by introducing a new framework that extends state-of-the-art models in word prediction to incorporate information from two sources, unlabeled examples and correlated labels. This is the first semisupervised multitask model used in vision problems of these characteristics. 92 pp. Englisch. Codice articolo 9783845409078
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A New Framework for Semisupervised and Multitask Learning
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LAP LAMBERT Academic Publishing, 2011
ISBN 10: 384540907X
ISBN 13: 9783845409078
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Condizione: New. Dieser Artikel ist ein Print on Demand Artikel und wird nach Ihrer Bestellung fuer Sie gedruckt. Autor/Autorin: Loeff NicolasNicolas Loeff received a Ph.D. in electrical and computer engineering from the University of Illinois at Urbana-Champaign. His research interests include machine learning, computer vision and computational finance.La. Codice articolo 5480963
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A New Framework for Semisupervised and Multitask Learning
Editore:
LAP LAMBERT Academic Publishing Aug 2011, 2011
ISBN 10: 384540907X
ISBN 13: 9783845409078
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Da: buchversandmimpf2000, Emtmannsberg, BAYE, Germania
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Taschenbuch. Condizione: Neu. This item is printed on demand - Print on Demand Titel. Neuware -Labeling image collections is a tedious and time consuming task, especially when multiple labels have to be chosen for each image. On the other hand, the explosion of Internet content has provided cheap access to almost unlimited amounts of data, albeit with a lower quality of annotations. This dissertation deals with the problem of automatically annotating images, by introducing a new framework that extends state-of-the-art models in word prediction to incorporate information from two sources, unlabeled examples and correlated labels. This is the first semisupervised multitask model used in vision problems of these characteristics.VDM Verlag, Dudweiler Landstraße 99, 66123 Saarbrücken 92 pp. Englisch. Codice articolo 9783845409078
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A New Framework for Semisupervised and Multitask Learning : with applications to image annotation
Editore:
LAP LAMBERT Academic Publishing, 2011
ISBN 10: 384540907X
ISBN 13: 9783845409078
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Da: AHA-BUCH GmbH, Einbeck, Germania
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Taschenbuch. Condizione: Neu. nach der Bestellung gedruckt Neuware - Printed after ordering - Labeling image collections is a tedious and time consuming task, especially when multiple labels have to be chosen for each image. On the other hand, the explosion of Internet content has provided cheap access to almost unlimited amounts of data, albeit with a lower quality of annotations. This dissertation deals with the problem of automatically annotating images, by introducing a new framework that extends state-of-the-art models in word prediction to incorporate information from two sources, unlabeled examples and correlated labels. This is the first semisupervised multitask model used in vision problems of these characteristics. Codice articolo 9783845409078
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A New Framework for Semisupervised and Multitask Learning | with applications to image annotation
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LAP LAMBERT Academic Publishing, 2011
ISBN 10: 384540907X
ISBN 13: 9783845409078
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Taschenbuch. Condizione: Neu. A New Framework for Semisupervised and Multitask Learning | with applications to image annotation | Nicolas Loeff | Taschenbuch | 92 S. | Englisch | 2011 | LAP LAMBERT Academic Publishing | EAN 9783845409078 | Verantwortliche Person für die EU: BoD - Books on Demand, In de Tarpen 42, 22848 Norderstedt, info[at]bod[dot]de | Anbieter: preigu. Codice articolo 106824408
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A New Framework for Semisupervised and Multitask Learning: with applications to image annotation
Editore:
LAP LAMBERT Academic Publishing, 2011
ISBN 10: 384540907X
ISBN 13: 9783845409078
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Paperback. Condizione: Like New. LIKE NEW. SHIPS FROM MULTIPLE LOCATIONS. book. Codice articolo ERICA758384540907X6
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