Verfügbarkeit: On hierarchical models for visual recognition and learning of objects, scenes, and activities

On hierarchical models for visual recognition and learning of objects, scenes, and activities:

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Bibliographische Detailangaben
1. Verfasser:	Spehr, Jens 1980- (VerfasserIn)
Format:	Elektronisch E-Book
Sprache:	English
Veröffentlicht:	Cham [u.a.] Springer 2015
Schriftenreihe:	Studies in systems, decision and control 11
Schlagworte:	Ingenieurwissenschaften Computer vision Optical pattern recognition Engineering
Online-Zugang:	BHS01 BTU01 FAB01 FAW01 FHA01 FHI01 FHN01 FHR01 FKE01 FRO01 FWS01 FWS02 UBY01 Volltext Inhaltsverzeichnis Abstract
Beschreibung:	1 Online-Ressource
ISBN:	9783319113258
DOI:	10.1007/978-3-319-11325-8

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Datensatz im Suchindex

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adam_text	ON HIERARCHICAL MODELS FOR VISUAL RECOGNITION AND LEARNING OF OBJECTS, SCENES, AND ACTIVITIES / SPEHR, JENS : 2015 TABLE OF CONTENTS / INHALTSVERZEICHNIS INTRODUCTION PROBABILISTIC GRAPHICAL MODELS HIERARCHICAL GRAPHICAL MODELS LEARNING OF HIERARCHICAL MODELS.-OBJECT RECOGNITION HUMAN POSE ESTIMATION SCENE UNDERSTANDING FOR INTELLIGENT VEHICLES CONCLUSION DIESES SCHRIFTSTUECK WURDE MASCHINELL ERZEUGT. ON HIERARCHICAL MODELS FOR VISUAL RECOGNITION AND LEARNING OF OBJECTS, SCENES, AND ACTIVITIES / SPEHR, JENS : 2015 ABSTRACT / INHALTSTEXT 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. FURTHERMORE INFERENCE APPROACHES FOR FAST AND ROBUST DETECTION ARE PRESENTED. THESE NEW APPROACHES COMBINE THE IDEA OF COMPOSITIONAL AND SIMILARITY HIERARCHIES AND OVERCOME LIMITATIONS OF PREVIOUS METHODS. BESIDES CLASSICAL OBJECT RECOGNITION THE BOOK SHOWS THE USE FOR DETECTION OF HUMAN POSES IN A PROJECT FOR GAIT ANALYSIS. THE USE OF ACTIVITY DETECTION IS PRESENTED FOR THE DESIGN OF ENVIRONMENTS FOR AGEING, TO IDENTIFY ACTIVITIES AND BEHAVIOR PATTERNS IN SMART HOMES. IN A PRESENTED PROJECT FOR PARKING SPOT DETECTION USING AN INTELLIGENT VEHICLE, THE PROPOSED APPROACHES ARE USED TO HIERARCHICALLY MODEL THE ENVIRONMENT OF THE VEHICLE FOR AN EFFICIENT AND ROBUST INTERPRETATION OF THE SCENE IN REAL-TIME DIESES SCHRIFTSTUECK WURDE MASCHINELL ERZEUGT.
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series	Studies in systems, decision and control
series2	Studies in systems, decision and control
spellingShingle	Spehr, Jens 1980- On hierarchical models for visual recognition and learning of objects, scenes, and activities Studies in systems, decision and control Ingenieurwissenschaften Computer vision Optical pattern recognition Engineering
title	On hierarchical models for visual recognition and learning of objects, scenes, and activities
title_auth	On hierarchical models for visual recognition and learning of objects, scenes, and activities
title_exact_search	On hierarchical models for visual recognition and learning of objects, scenes, and activities
title_full	On hierarchical models for visual recognition and learning of objects, scenes, and activities Jens Spehr
title_fullStr	On hierarchical models for visual recognition and learning of objects, scenes, and activities Jens Spehr
title_full_unstemmed	On hierarchical models for visual recognition and learning of objects, scenes, and activities Jens Spehr
title_short	On hierarchical models for visual recognition and learning of objects, scenes, and activities
title_sort	on hierarchical models for visual recognition and learning of objects scenes and activities
topic	Ingenieurwissenschaften Computer vision Optical pattern recognition Engineering
topic_facet	Ingenieurwissenschaften Computer vision Optical pattern recognition Engineering
url	https://doi.org/10.1007/978-3-319-11325-8 http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=027689810&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=027689810&sequence=000003&line_number=0002&func_code=DB_RECORDS&service_type=MEDIA
volume_link	(DE-604)BV041646147
work_keys_str_mv	AT spehrjens onhierarchicalmodelsforvisualrecognitionandlearningofobjectsscenesandactivities

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