A New Framework for Semisupervised and Multitask Learning: with applications to image annotation - Softcover
Synopsis
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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About the Author
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
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Taschenbuch. Condition: 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. Seller Inventory # 9783845409078
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A New Framework for Semisupervised and Multitask Learning
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ISBN 13: 9783845409078
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Condition: 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. Seller Inventory # 5480963
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A New Framework for Semisupervised and Multitask Learning
Published by
LAP LAMBERT Academic Publishing Aug 2011, 2011
ISBN 10: 384540907X
ISBN 13: 9783845409078
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Taschenbuch. Condition: 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. Seller Inventory # 9783845409078
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A New Framework for Semisupervised and Multitask Learning : with applications to image annotation
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ISBN 10: 384540907X
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Taschenbuch. Condition: 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. Seller Inventory # 9783845409078
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A New Framework for Semisupervised and Multitask Learning | with applications to image annotation
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Taschenbuch. Condition: 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. Seller Inventory # 106824408
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A New Framework for Semisupervised and Multitask Learning: with applications to image annotation
Published by
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ISBN 10: 384540907X
ISBN 13: 9783845409078
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