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Record Nr. |
UNINA9910299854403321 |
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Autore |
Spehr Jens |
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Titolo |
On Hierarchical Models for Visual Recognition and Learning of Objects, Scenes, and Activities [[electronic resource] /] / by Jens Spehr |
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Pubbl/distr/stampa |
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Cham : , : Springer International Publishing : , : Imprint : Springer, , 2015 |
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ISBN |
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Edizione |
[1st ed. 2015.] |
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Descrizione fisica |
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1 online resource (210 p.) |
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Collana |
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Studies in Systems, Decision and Control, , 2198-4182 ; ; 11 |
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Disciplina |
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Soggetti |
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Robotics |
Automation |
Computational intelligence |
Optical data processing |
Pattern recognition |
Robotics and Automation |
Computational Intelligence |
Image Processing and Computer Vision |
Pattern Recognition |
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Lingua di pubblicazione |
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Formato |
Materiale a stampa |
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Livello bibliografico |
Monografia |
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Note generali |
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Description based upon print version of record. |
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Nota di bibliografia |
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Includes bibliographical references. |
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Nota di contenuto |
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Introduction -- Probabilistic Graphical Models -- Hierarchical Graphical Models -- Learning of Hierarchical Models.-Object Recognition -- Human Pose Estimation -- Scene Understanding for Intelligent Vehicles -- Conclusion. |
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Sommario/riassunto |
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In many computer vision applications, objects have to be learned and recognized in images or image sequences. This book presents new probabilistic hierarchical models that allow an efficient representation of multiple objects of different categories, scales, rotations, and views. The idea is to exploit similarities between objects and object parts in order to share calculations and avoid redundant information. |
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