UID:
kobvindex_GFZ1700295950
Format:
x, 111 Seiten
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Illustrationen, Diagramme
ISSN:
0174-1454
Series Statement:
Wissenschaftliche Arbeiten der Fachrichtung Vermessungswesen der Universität Hannover Nr. 356
Note:
Auch veröffentlicht in: Deutsche Geodätische Kommission bei der Bayerischen Akademie der Wissenschaften, Reihe C, Nr. 847, München 2020, ISBN 978-3-7696-5259-8
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Dissertation, Gottfried Wilhelm Leibniz Universität Hannover, 2020
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Abstract
Zusammenfassung
Acknowledgments
Definition, Acronyms and Symbols
1 Introduction
1.1 Motivation
1.2 Person Re-Identification
1.3 Problem statement and research objective
1.4 Contribution
1.5 Outline of this thesis
2 Related work
2.1 Scope
2.2 Historical overview
2.3 Terminology and strategies
2.4 Handcrafted feature extraction methods
2.5 Data-driven feature extraction methods
2.6 Person view specific methods
2.7 Re-Ranking based methods
2.8 Domain adaptation methods
2.9 Discussion
3 Fundamentals
3.1 Fisheye camera geometry and projection model
3.2 Feature extraction
3.2.1 GOG/XQDA -
a handcrafted feature extraction method
3.2.2 TriNet and SRNN -
two data-driven feature extraction methods ....
4 A new approach for person re-identification
4.1 General overview
4.2 Input and assumptions
4.3 Projection alignment
4.4 View classification and sampling
4.5 Per-view matching
4.6 Fusion
4.7 Discussion of the approach
5 Experimental evaluation
5.1 General structure of this chapter
5.2 Multi-view investigations
5.2.1 Datasets
5.2.2 Training and inference procedure
5.2.3 Evaluation and discussion
5.3 Bird's eye view investigations
5.3.1 Datasets
5.3.2 Training and inference procedure
5.3.3 Evaluation and discussion
5.4 Influence of data
5.4.1 Datasets
5.4.2 Training and inference procedure
5.4.3 Evaluation and discussion
5.5 Fisheye investigations
5.5.1 Datasets
5.5.2 Training procedure
5.5.3 Projection alignment
5.5.4 Person view classification
5.5.5 Assessment of PRID results
5.5.6 Comparison with a contemporary approach
5.5.7 Qualitative comparison
6 Conclusions and future work
A Datasets
A.l Our novel datasets
A.2 Public datasets
References
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Sprache der Zusammenfassungen: Englisch, Deutsch
In:
Wissenschaftliche Arbeiten der Fachrichtung Vermessungswesen der Universität Hannover
Additional Edition:
eng
Language:
English
Keywords:
Hochschulschrift
Author information:
Heipke, Christian 1961-
Author information:
Blott, Gregor
Author information:
Brenner, Claus 1967-
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