Human Re-Identification
Seiten
2018
|
1. Softcover reprint of the original 1st ed. 2016
Springer International Publishing (Verlag)
978-3-319-82235-8 (ISBN)
Springer International Publishing (Verlag)
978-3-319-82235-8 (ISBN)
This book covers aspects of human re-identification problems related to computer vision and machine learning. Working from a practical perspective, it introduces novel algorithms and designs for human re-identification that bridge the gap between research and reality. The primary focus is on building a robust, reliable, distributed and scalable smart surveillance system that can be deployed in real-world scenarios. This book also includes detailed discussions on pedestrian candidates detection, discriminative feature extraction and selection, dimension reduction, distance/metric learning, and decision/ranking enhancement.This book is intended for professionals and researchers working in computer vision and machine learning. Advanced-level students of computer science will also find the content valuable.
The Problem of Human re-identification.- Features and Signatures.- Multi-Object Tracking.- Surveillance Camera and its Calibration.- Calibrating a Surveillance Camera Network.- Learning Viewpoint Invariant Signatures.- Learning Subject-Discriminative Features.- Dimension Reduction with Random Projections.- Sample Selection for Multi-shot Human Reidentification.- Conclusions and Future Work.
Erscheinungsdatum | 20.07.2018 |
---|---|
Reihe/Serie | Multimedia Systems and Applications |
Zusatzinfo | XV, 104 p. 40 illus. |
Verlagsort | Cham |
Sprache | englisch |
Maße | 155 x 235 mm |
Gewicht | 1942 g |
Themenwelt | Informatik ► Grafik / Design ► Digitale Bildverarbeitung |
Mathematik / Informatik ► Informatik ► Netzwerke | |
Informatik ► Theorie / Studium ► Künstliche Intelligenz / Robotik | |
Schlagworte | camera calibration • camera network • computer vision • feature extraction • human re-identification • Image understanding • image un-distortion • machine learning • metric learning • object tracking • pattern recognition • pedestrian recognition • representation learning • video surveillance |
ISBN-10 | 3-319-82235-7 / 3319822357 |
ISBN-13 | 978-3-319-82235-8 / 9783319822358 |
Zustand | Neuware |
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