Visual Analysis of Humans: Looking at People
Editat de Thomas B. Moeslund, Adrian Hilton, Volker Krüger, Leonid Sigalen Limba Engleză Paperback – 29 noi 2013
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Specificații
ISBN-13: 9781447159148
ISBN-10: 1447159144
Pagini: 656
Ilustrații: XXII, 634 p.
Dimensiuni: 155 x 235 x 34 mm
Greutate: 0.9 kg
Ediția:2011
Editura: SPRINGER LONDON
Colecția Springer
Locul publicării:London, United Kingdom
ISBN-10: 1447159144
Pagini: 656
Ilustrații: XXII, 634 p.
Dimensiuni: 155 x 235 x 34 mm
Greutate: 0.9 kg
Ediția:2011
Editura: SPRINGER LONDON
Colecția Springer
Locul publicării:London, United Kingdom
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Public țintă
ResearchDescriere
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 and vehicular 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.
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 and vehicular 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.
Cuprins
Part I: Detection and Tracking
Is There Anybody Out There?
Thomas B. Moeslund
Beyond the Static Camera: Issues and Trends in Active Vision
Murad Al Haj, Carles Fernández, Zhanwu Xiong, Ivan Huerta, Jordi Gonzàlez and Xavier Roca
Figure-Ground Segmentation - Pixel-Based
Ahmed Elgammal
Figure-Ground Segmentation – Object Based
Bastian Leibe
Face Detection
Raghuraman Gopalan, William Robson Schwartz, Rama Chellappa, and Ankur Srivastava
Wide Area Tracking in Single and Multiple Views
B. Song, R. J. Sethi and A. K. Roy-Chowdhury
Benchmark Datasets for Detection and Tracking
Anna-Louise Ellis and James Ferryman
Part II: Pose Estimation
Articulated Pose Estimation and Tracking: Introduction
Leonid Sigal
Model-based Pose Estimation
Gerard Pons-Moll and Bodo Rosenhahn
Motion Models for People Tracking
David J. Fleet
Part-based Models for Finding People and Estimating Their Pose
Deva Ramanan
Feature-based Pose Estimation
Cristian Sminchisescu, Liefeng Bo, Catalin Ionescu and Atul Kanaujia
Benchmark Datasets for Pose Estimation and Tracking
Mykhaylo Andriluka, Leonid Sigal and Michael J. Black
Part III: Recognition
On Human Action
Aaron Bobick and Volker Krüger
Motion Pattern Analysis for Modeling and Recognition of Complex Human Activities
Nandita M. Nayak, Ricky J.Sethi, Bi Song, Amit K. Roy-Chowdhury
Action Recognition Using Topic Models
Xiaogang Wang
Learning Action Primitives
Dana Kulić, Danica Kragic and Volker Krüger
Contextual Action Recognition
Hedvig Kjellström
Facial Expression Analysis
Fernando De la Torre and Jeffrey F. Cohn
Benchmarking Datasets for Human Activity Recognition
Haowei Liu, Rogerio Feris and Ming-Ting Sun
Part IV: Applications
Applications for Visual Analysis of People
Adrian Hilton
Image and Video-based Biometrics
Vishal M. Patel, Jaishanker K. Pillai and Rama Chellappa
Security and Surveillance
Shaogang Gong, Chen Change Loy and Tao Xiang
Predicting Pedestrian Trajectories
Stefano Pellegrini, Andreas Ess and Luc Van Gool
Human Computer Interaction
Dennis Lin and Vuong Le and Thomas Huang
Social Signal Processing: The Research Agenda
Maja Pantic, Roderick Cowie, Francesca DErrico, Dirk Heylen, Marc Mehu, Catherine Pelachaud, Isabella Poggi, Marc Schroeder and Alessandro Vinciarelli
Sign Language Recognition
Helen Cooper, Brian Holt and Richard Bowden
Sports TV Applications of Computer Vision
Graham Thomas
Multi-view 4D Reconstruction of Human Action for Entertainment
Oliver Grau
Vision for Driver Assistance: Looking at People in a Vehicle
Cuong Tran and Mohan Manubhai Trivedi
Is There Anybody Out There?
Thomas B. Moeslund
Beyond the Static Camera: Issues and Trends in Active Vision
Murad Al Haj, Carles Fernández, Zhanwu Xiong, Ivan Huerta, Jordi Gonzàlez and Xavier Roca
Figure-Ground Segmentation - Pixel-Based
Ahmed Elgammal
Figure-Ground Segmentation – Object Based
Bastian Leibe
Face Detection
Raghuraman Gopalan, William Robson Schwartz, Rama Chellappa, and Ankur Srivastava
Wide Area Tracking in Single and Multiple Views
B. Song, R. J. Sethi and A. K. Roy-Chowdhury
Benchmark Datasets for Detection and Tracking
Anna-Louise Ellis and James Ferryman
Part II: Pose Estimation
Articulated Pose Estimation and Tracking: Introduction
Leonid Sigal
Model-based Pose Estimation
Gerard Pons-Moll and Bodo Rosenhahn
Motion Models for People Tracking
David J. Fleet
Part-based Models for Finding People and Estimating Their Pose
Deva Ramanan
Feature-based Pose Estimation
Cristian Sminchisescu, Liefeng Bo, Catalin Ionescu and Atul Kanaujia
Benchmark Datasets for Pose Estimation and Tracking
Mykhaylo Andriluka, Leonid Sigal and Michael J. Black
Part III: Recognition
On Human Action
Aaron Bobick and Volker Krüger
Motion Pattern Analysis for Modeling and Recognition of Complex Human Activities
Nandita M. Nayak, Ricky J.Sethi, Bi Song, Amit K. Roy-Chowdhury
Action Recognition Using Topic Models
Xiaogang Wang
Learning Action Primitives
Dana Kulić, Danica Kragic and Volker Krüger
Contextual Action Recognition
Hedvig Kjellström
Facial Expression Analysis
Fernando De la Torre and Jeffrey F. Cohn
Benchmarking Datasets for Human Activity Recognition
Haowei Liu, Rogerio Feris and Ming-Ting Sun
Part IV: Applications
Applications for Visual Analysis of People
Adrian Hilton
Image and Video-based Biometrics
Vishal M. Patel, Jaishanker K. Pillai and Rama Chellappa
Security and Surveillance
Shaogang Gong, Chen Change Loy and Tao Xiang
Predicting Pedestrian Trajectories
Stefano Pellegrini, Andreas Ess and Luc Van Gool
Human Computer Interaction
Dennis Lin and Vuong Le and Thomas Huang
Social Signal Processing: The Research Agenda
Maja Pantic, Roderick Cowie, Francesca DErrico, Dirk Heylen, Marc Mehu, Catherine Pelachaud, Isabella Poggi, Marc Schroeder and Alessandro Vinciarelli
Sign Language Recognition
Helen Cooper, Brian Holt and Richard Bowden
Sports TV Applications of Computer Vision
Graham Thomas
Multi-view 4D Reconstruction of Human Action for Entertainment
Oliver Grau
Vision for Driver Assistance: Looking at People in a Vehicle
Cuong Tran and Mohan Manubhai Trivedi
Recenzii
From the reviews:
“This book is a collection of 30 scientific papers organized in four parts. The topics that are reviewed in this book are mainly people and face detection, pose estimation, tracking and activity recognition. The book covers a broad domain making the book appealing to not only graduate students in the computer vision field, but also scholars and researchers.” (Norberto Goussies, IAPR Newsletter, Vol. 35 (3), July, 2013)
“This book is a collection of 30 scientific papers organized in four parts. The topics that are reviewed in this book are mainly people and face detection, pose estimation, tracking and activity recognition. The book covers a broad domain making the book appealing to not only graduate students in the computer vision field, but also scholars and researchers.” (Norberto Goussies, IAPR Newsletter, Vol. 35 (3), July, 2013)
Textul de pe ultima copertă
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:
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.
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
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.
Caracteristici
The first coherent and comprehensive overview of video analysis of humans
Surveys the state of the art, reviews past research, and discusses future trends and challenges
Includes an extensive glossary
With a Foreword by Professor Larry Davis of the University of Maryland, USA
Includes supplementary material: sn.pub/extras
Surveys the state of the art, reviews past research, and discusses future trends and challenges
Includes an extensive glossary
With a Foreword by Professor Larry Davis of the University of Maryland, USA
Includes supplementary material: sn.pub/extras