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Human Re-Identification / by Ziyan Wu.
- Format:
- Book
- Author/Creator:
- Wu, Ziyan, author.
- Series:
- Computer Science (Springer-11645)
- Multimedia Systems and Applications.
- Multimedia Systems and Applications
- Language:
- English
- Subjects (All):
- Optical data processing.
- Artificial intelligence.
- Multimedia systems.
- Computer networks.
- Image Processing and Computer Vision.
- Artificial Intelligence.
- Multimedia Information Systems.
- Computer Communication Networks.
- Local Subjects:
- Image Processing and Computer Vision.
- Artificial Intelligence.
- Multimedia Information Systems.
- Computer Communication Networks.
- Physical Description:
- 1 online resource (XV, 104 pages) : 40 illustrations.
- Edition:
- First edition 2016.
- Contained In:
- Springer eBooks
- Place of Publication:
- Cham : Springer International Publishing : Imprint: Springer, 2016.
- System Details:
- text file PDF
- Summary:
- 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.
- Contents:
- 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.
- Other Format:
- Printed edition:
- ISBN:
- 978-3-319-40991-7
- 9783319409917
- Access Restriction:
- Restricted for use by site license.
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