Visual Analysis of Humans: Looking at People

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Understanding human activity from video is one of the central problems in the field of computer vision, driven by a wide variety of applications in communications, entertainment, security, commerce, and athletics.

This unique text/reference provides a coherent and comprehensive overview of all aspects of video analysis of humans. Broad in coverage and accessible in style, the text presents original perspectives collected from preeminent researchers gathered from across the world. In addition to presenting state-of-the-art research, the book reviews the historical origins of the different existing methods, and predicts future trends and challenges.

Topics and features:

  • With a Foreword by Professor Larry Davis of the University of Maryland Institute for Advanced Computer Studies, USA
  • Contains contributions from an international selection of leading authorities in the field
  • Includes an extensive glossary
  • Discusses the problems associated with detecting and tracking people through camera networks
  • Examines topics related to determining the time-varying 3D pose of a person from video
  • Investigates the representation and recognition of human actions
  • Reviews the most important applications of activity recognition, from biometrics and surveillance, to sports and driver assistance

With its all-encompassing scope, this essential reference will be of great value not only to graduate students in computer vision, but also to all researchers and professionals interested in systems for the visual analysis of humans.

Dr. Thomas B. Moeslund is an Associate Professor in the Department of Architecture, Design &Media Technology at Aalborg University, Denmark. Dr. Adrian Hilton is Professor and Head of the Visual Media Research Group at the University of Surrey, Guildford, UK. Dr. Volker Krüger is an Associate Professor and Head of the Computer Vision and Machine Intelligence Laboratory at Aalborg University. Dr. Leonid Sigal is a Research Scientist at Disney Research, Pittsburgh, PA USA.

Author(s): Thomas B. Moeslund (auth.), Thomas B. Moeslund, Adrian Hilton, Volker Krüger, Leonid Sigal (eds.)
Edition: 1
Publisher: Springer-Verlag London
Year: 2011

Language: English
Pages: 634
Tags: Image Processing and Computer Vision; Pattern Recognition

Front Matter....Pages I-XXI
Front Matter....Pages 1-1
Is There Anybody Out There?....Pages 3-9
Beyond the Static Camera: Issues and Trends in Active Vision....Pages 11-30
Figure-Ground Segmentation—Pixel-Based....Pages 31-51
Figure-Ground Segmentation—Object-Based....Pages 53-70
Face Detection....Pages 71-90
Wide Area Tracking in Single and Multiple Views....Pages 91-107
Benchmark Datasets for Detection and Tracking....Pages 109-128
Front Matter....Pages 129-129
Articulated Pose Estimation and Tracking: Introduction....Pages 131-137
Model-Based Pose Estimation....Pages 139-170
Motion Models for People Tracking....Pages 171-198
Part-Based Models for Finding People and Estimating Their Pose....Pages 199-223
Feature-Based Pose Estimation....Pages 225-251
Benchmark Datasets for Pose Estimation and Tracking....Pages 253-275
Front Matter....Pages 277-277
On Human Action....Pages 279-288
Modeling and Recognition of Complex Human Activities....Pages 289-309
Action Recognition Using Topic Models....Pages 311-332
Learning Action Primitives....Pages 333-353
Contextual Action Recognition....Pages 355-376
Facial Expression Analysis....Pages 377-409
Benchmarking Datasets for Human Activity Recognition....Pages 411-427
Front Matter....Pages 429-429
Applications for Visual Analysis of People....Pages 431-435
Image and Video-Based Biometrics....Pages 437-454
Security and Surveillance....Pages 455-472
Predicting Pedestrian Trajectories....Pages 473-491
Human–Computer Interaction....Pages 493-510
Social Signal Processing: The Research Agenda....Pages 511-538
Sign Language Recognition....Pages 539-562
Sports TV Applications of Computer Vision....Pages 563-579
Multi-view 4D Reconstruction of Human Action for Entertainment Applications....Pages 581-596
Vision for Driver Assistance: Looking at People in a Vehicle....Pages 597-614
Back Matter....Pages 615-632