Automatic determination of puck possession and location in broadcast hockey video

The goal is to automatically determine puck possession and location in broadcast hockey video. The task is challenging for several reasons. The puck itself is small, moves rapidly and lacks distinctive local visual features. Players also move and change direction rapidly. Interactions among players...

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Bibliographic Details
Main Author: Duan, Xin
Language:English
Published: University of British Columbia 2011
Online Access:http://hdl.handle.net/2429/36531
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spelling ndltd-UBC-oai-circle.library.ubc.ca-2429-365312018-01-05T17:25:11Z Automatic determination of puck possession and location in broadcast hockey video Duan, Xin The goal is to automatically determine puck possession and location in broadcast hockey video. The task is challenging for several reasons. The puck itself is small, moves rapidly and lacks distinctive local visual features. Players also move and change direction rapidly. Interactions among players on the same team and with players on the opposing team are complex. This thesis demonstrates an automatic system composed of two modules that explore the task from different perspectives. The system takes as input player tracking results that have been registered to a geometric model of the ice surface under a given homography. It analyzes video sequences according to the user specified module and generates graphical annotation and data storage as output. In the first module, puck candidates are detected directly. An innovative hierachical graph-based method is used to track puck transitions between players. Based on these puck transitions, a puck state engine is created to determine puck possession and to select the most likely puck trajectory. In the second module, a dense player motion field is constructed to estimate puck location and possession according to motion convergence points. This work is a first attempt to extend automated hockey video analysis to include puck detection and puck possession. It stands as a proof of concept system for the broad area of team sports analysis. Science, Faculty of Computer Science, Department of Graduate 2011-08-05T22:11:52Z 2011-08-05T22:11:52Z 2011 2011-11 Text Thesis/Dissertation http://hdl.handle.net/2429/36531 eng Attribution-NonCommercial-NoDerivatives 4.0 International http://creativecommons.org/licenses/by-nc-nd/4.0/ University of British Columbia
collection NDLTD
language English
sources NDLTD
description The goal is to automatically determine puck possession and location in broadcast hockey video. The task is challenging for several reasons. The puck itself is small, moves rapidly and lacks distinctive local visual features. Players also move and change direction rapidly. Interactions among players on the same team and with players on the opposing team are complex. This thesis demonstrates an automatic system composed of two modules that explore the task from different perspectives. The system takes as input player tracking results that have been registered to a geometric model of the ice surface under a given homography. It analyzes video sequences according to the user specified module and generates graphical annotation and data storage as output. In the first module, puck candidates are detected directly. An innovative hierachical graph-based method is used to track puck transitions between players. Based on these puck transitions, a puck state engine is created to determine puck possession and to select the most likely puck trajectory. In the second module, a dense player motion field is constructed to estimate puck location and possession according to motion convergence points. This work is a first attempt to extend automated hockey video analysis to include puck detection and puck possession. It stands as a proof of concept system for the broad area of team sports analysis. === Science, Faculty of === Computer Science, Department of === Graduate
author Duan, Xin
spellingShingle Duan, Xin
Automatic determination of puck possession and location in broadcast hockey video
author_facet Duan, Xin
author_sort Duan, Xin
title Automatic determination of puck possession and location in broadcast hockey video
title_short Automatic determination of puck possession and location in broadcast hockey video
title_full Automatic determination of puck possession and location in broadcast hockey video
title_fullStr Automatic determination of puck possession and location in broadcast hockey video
title_full_unstemmed Automatic determination of puck possession and location in broadcast hockey video
title_sort automatic determination of puck possession and location in broadcast hockey video
publisher University of British Columbia
publishDate 2011
url http://hdl.handle.net/2429/36531
work_keys_str_mv AT duanxin automaticdeterminationofpuckpossessionandlocationinbroadcasthockeyvideo
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