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A Study of Automatic and Real-Time Table Tennis Fault Serve Detection System

Calling a table tennis fault serve has never been easy for umpires, since they can only rely on their intuition. This study presents an algorithm that is able to automatically find the positions of the ball and racket in the images captured by high-speed camera. The trajectory of ball toss is analyz...

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Autor principal: Hung, Chang-Hung
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6316619/
https://www.ncbi.nlm.nih.gov/pubmed/30487405
http://dx.doi.org/10.3390/sports6040158
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author Hung, Chang-Hung
author_facet Hung, Chang-Hung
author_sort Hung, Chang-Hung
collection PubMed
description Calling a table tennis fault serve has never been easy for umpires, since they can only rely on their intuition. This study presents an algorithm that is able to automatically find the positions of the ball and racket in the images captured by high-speed camera. The trajectory of ball toss is analyzed and the result can be used as the objective basis for the umpire to decide if the serve is legal. This algorithm mainly consists of YCbCr color space processing, morphological processing method, circle Hough transform application, separation of moving and static components in an image sequence using the stable principal component pursuit method. The experiment results show that YCbCr color space provides better performance than HSV color space in recognizing the ball color close to skin tone. It is also demonstrated that the positions of the ball and racket can be successfully located by using the methods of color segmentation and stable principal component pursuit. Lastly, it is hoped that this study will provide more useful information regarding how to identify illegal ball toss in tennis ball game using image processing techniques to other researchers.
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spelling pubmed-63166192019-01-10 A Study of Automatic and Real-Time Table Tennis Fault Serve Detection System Hung, Chang-Hung Sports (Basel) Article Calling a table tennis fault serve has never been easy for umpires, since they can only rely on their intuition. This study presents an algorithm that is able to automatically find the positions of the ball and racket in the images captured by high-speed camera. The trajectory of ball toss is analyzed and the result can be used as the objective basis for the umpire to decide if the serve is legal. This algorithm mainly consists of YCbCr color space processing, morphological processing method, circle Hough transform application, separation of moving and static components in an image sequence using the stable principal component pursuit method. The experiment results show that YCbCr color space provides better performance than HSV color space in recognizing the ball color close to skin tone. It is also demonstrated that the positions of the ball and racket can be successfully located by using the methods of color segmentation and stable principal component pursuit. Lastly, it is hoped that this study will provide more useful information regarding how to identify illegal ball toss in tennis ball game using image processing techniques to other researchers. MDPI 2018-11-28 /pmc/articles/PMC6316619/ /pubmed/30487405 http://dx.doi.org/10.3390/sports6040158 Text en © 2018 by the author. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Hung, Chang-Hung
A Study of Automatic and Real-Time Table Tennis Fault Serve Detection System
title A Study of Automatic and Real-Time Table Tennis Fault Serve Detection System
title_full A Study of Automatic and Real-Time Table Tennis Fault Serve Detection System
title_fullStr A Study of Automatic and Real-Time Table Tennis Fault Serve Detection System
title_full_unstemmed A Study of Automatic and Real-Time Table Tennis Fault Serve Detection System
title_short A Study of Automatic and Real-Time Table Tennis Fault Serve Detection System
title_sort study of automatic and real-time table tennis fault serve detection system
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6316619/
https://www.ncbi.nlm.nih.gov/pubmed/30487405
http://dx.doi.org/10.3390/sports6040158
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