Analysis of tennis games

Several methods for tennis ball and players tracking have been proposed. Nonetheless the majority is based on high resolution videos and even multiple cameras. The final targeted application treated here is the automatic analysis of the behaviour of the players during a tennis match based on a homem...

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Main Author: Ortiz, Raphael.
Other Authors: Foo Say Wei
Format: Final Year Project
Language:English
Published: 2011
Subjects:
Online Access:http://hdl.handle.net/10356/45783
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Institution: Nanyang Technological University
Language: English
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spelling sg-ntu-dr.10356-457832023-07-07T17:05:50Z Analysis of tennis games Ortiz, Raphael. Foo Say Wei School of Electrical and Electronic Engineering DRNTU::Engineering::Electrical and electronic engineering::Electronic systems::Signal processing Several methods for tennis ball and players tracking have been proposed. Nonetheless the majority is based on high resolution videos and even multiple cameras. The final targeted application treated here is the automatic analysis of the behaviour of the players during a tennis match based on a homemade video which would constitute an easily portable analysis device. In this report a method based on multiple background subtractions and frame differentiation is proposed to track the ball and players in a video. The proposed algorithm includes the camera motion compensation as well as an alternative method based on edge detection to improve the accuracy of the tracking. Candidates for the trajectories are first extracted and subsequently filtered by successive interpolations alternated with a candidate selection step. The results are promising and the algorithm appears to be robust enough to give good results on various videos without any specific modifications. We are confident that the flexibility of a homemade video will allow further optimizations and that real-world applications are possible. Bachelor of Engineering 2011-06-20T08:32:57Z 2011-06-20T08:32:57Z 2011 2011 Final Year Project (FYP) http://hdl.handle.net/10356/45783 en Nanyang Technological University 67 p. application/pdf
institution Nanyang Technological University
building NTU Library
continent Asia
country Singapore
Singapore
content_provider NTU Library
collection DR-NTU
language English
topic DRNTU::Engineering::Electrical and electronic engineering::Electronic systems::Signal processing
spellingShingle DRNTU::Engineering::Electrical and electronic engineering::Electronic systems::Signal processing
Ortiz, Raphael.
Analysis of tennis games
description Several methods for tennis ball and players tracking have been proposed. Nonetheless the majority is based on high resolution videos and even multiple cameras. The final targeted application treated here is the automatic analysis of the behaviour of the players during a tennis match based on a homemade video which would constitute an easily portable analysis device. In this report a method based on multiple background subtractions and frame differentiation is proposed to track the ball and players in a video. The proposed algorithm includes the camera motion compensation as well as an alternative method based on edge detection to improve the accuracy of the tracking. Candidates for the trajectories are first extracted and subsequently filtered by successive interpolations alternated with a candidate selection step. The results are promising and the algorithm appears to be robust enough to give good results on various videos without any specific modifications. We are confident that the flexibility of a homemade video will allow further optimizations and that real-world applications are possible.
author2 Foo Say Wei
author_facet Foo Say Wei
Ortiz, Raphael.
format Final Year Project
author Ortiz, Raphael.
author_sort Ortiz, Raphael.
title Analysis of tennis games
title_short Analysis of tennis games
title_full Analysis of tennis games
title_fullStr Analysis of tennis games
title_full_unstemmed Analysis of tennis games
title_sort analysis of tennis games
publishDate 2011
url http://hdl.handle.net/10356/45783
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