A New Framework for Semisupervised and Multitask Learning: with applications to image annotation - Softcover

Loeff, Nicolas

 
9783845409078: A New Framework for Semisupervised and Multitask Learning: with applications to image annotation
Softcover
ISBN 10: 384540907X ISBN 13: 9783845409078
Verlag: LAP LAMBERT Academic Publishing, 2011

Inhaltsangabe

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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Über die Autorin bzw. den Autor

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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Verlag
LAP LAMBERT Academic Publishing
Erscheinungsdatum
2011
Sprache
Englisch
ISBN 10 
384540907X
ISBN 13 
9783845409078
Einband
Taschenbuch
Anzahl der Seiten
92
Kontakt zum Hersteller
Nicht verfügbar
Verantwortliche Person
Edicoes Nosso Conhecimento
customerservice@vdm-vsg.de

SIA
Riga
1039
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