Computer vision in sports
著者
書誌事項
Computer vision in sports
(Advances in computer vision and pattern recognition / Sameer Singh, Sing Bing Kang, series editors)
Springer, c2014
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注記
Includes bibliographical references and index
内容説明・目次
内容説明
The first book of its kind devoted to this topic, this comprehensive text/reference presents state-of-the-art research and reviews current challenges in the application of computer vision to problems in sports. Opening with a detailed introduction to the use of computer vision across the entire life-cycle of a sports event, the text then progresses to examine cutting-edge techniques for tracking the ball, obtaining the whereabouts and pose of the players, and identifying the sport being played from video footage. The work concludes by investigating a selection of systems for the automatic analysis and classification of sports play. The insights provided by this pioneering collection will be of great interest to researchers and practitioners involved in computer vision, sports analysis and media production.
目次
Introduction to the Use of Computer Vision in Sports
Graham Thomas, Thomas B. Moeslund and Adrian Hilton
Part I: Where is the Ball?
Ball Tracking for Tennis Video Annotation
Fei Yan, William Christmas and Josef Kittler
Plane Approximation-Based Approach for 3D Reconstruction of Ball Trajectory for Performance Analysis in Table Tennis
Sho Tamaki and Hideo Saito
On-Field Testing and Evaluation of a Goal-Line Technology System
Paolo Spagnolo, Pier Luigi Mazzeo, Marco Leo, Massimiliano Nitti, Ettore Stella and Arcangelo Distante
Part II: Where Are the Players?
Occlusion Detection via Structured Sparse Learning for Robust Object Tracking
Tianzhu Zhang, Bernard Ghanem, Changsheng Xu and Narendra Ahuja
Detecting and Tracking Sports Players with Random Forests and Context-Conditioned Motion Models
Jingchen Liu and Peter Carr
Geometry Reconstruction of Players for Novel-View Synthesis of Sports Broadcasts
Tiberiu Popa, Marcel Germann, Remo Ziegler, Richard Keiser and Markus Gross
Estimating Athlete Pose from Monocular TV Sports Footage
Mykyta Fastovets, Jean-Yves Guillemaut and Adrian Hilton
Part III: What Are They Playing?
Action Recognition in Realistic Sports Videos
Khurram Soomro and Amir Roshan Zamir
Classification of Sports Types Using Thermal Imagery
Rikke Gade and Thomas B. Moeslund
Event-Based Sports Videos Classification Using HMM Framework
Shyju Wilson, C. Krishna Mohan and K. Srirama Murthy
Part IV: What's Going On?
Representing Team Behaviours from Noisy Data Using Player Role
Alina Bialkowski, Patrick Lucey, Peter Carr, Sridha Sridharan and Iain Matthews
Recognizing Team Formation in American Football
Indriyati Atmosukarto, Bernard Ghanem, Mohamed Saadalla and Narendra Ahuja
Real-Time Event Detection in Field Sport Videos
Rafal Kapela, Kevin McGuinness, Aleksandra Swietlicka and Noel E. O'Connor
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