Human centric visual analysis with deep learning / Liang Lin, Dongyu Zhang, Ping Luo, Wangmeng Zuo.
2020
TA1634
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Details
Title
Human centric visual analysis with deep learning / Liang Lin, Dongyu Zhang, Ping Luo, Wangmeng Zuo.
Author
Lin, Liang, author.
ISBN
9789811323874 (electronic book)
9811323879 (electronic book)
9789811323867
9811323879 (electronic book)
9789811323867
Published
Singapore : Springer, [2020].
Language
English
Description
1 online resource (xii, 156 pages) : illustrations
Item Number
10.1007/978-981-13-2387-4 doi
Call Number
TA1634
Dewey Decimal Classification
006.3/7
Summary
This book introduces the applications of deep learning in various human centric visual analysis tasks, including classical ones like face detection and alignment and some newly rising tasks like fashion clothing parsing. Starting from an overview of current research in human centric visual analysis, the book then presents a tutorial of basic concepts and techniques of deep learning. In addition, the book systematically investigates the main human centric analysis tasks of different levels, ranging from detection and segmentation to parsing and higher-level understanding. At last, it presents the state-of-the-art solutions based on deep learning for every task, as well as providing sufficient references and extensive discussions. Specifically, this book addresses four important research topics, including 1) localizing persons in images, such as face and pedestrian detection; 2) parsing persons in details, such as human pose and clothing parsing, 3) identifying and verifying persons, such as face and human identification, and 4) high-level human centric tasks, such as person attributes and human activity understanding. This book can serve as reading material and reference text for academic professors / students or industrial engineers working in the field of vision surveillance, biometrics, and human-computer interaction, where human centric visual analysis are indispensable in analysing human identity, pose, attributes, and behaviours for further understanding.
Bibliography, etc. Note
Includes bibliographical references.
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Access limited to authorized users.
Source of Description
Online resource; title from PDF title page (SpringerLink, viewed November 18, 2019).
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