Semantic shot classification in soccer videos via playfield ratio and object size considerations.

This paper presents a semantic shot classification algorithm for soccer videos. Generally, each shot within a match video is assigned either a far or close up-view class label. Initially, the playfield region for each frame within a shot is identified through low-level color image processing. An add...

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Main Authors: Abdul Halin, Alfian, Mohd Sharef, Nurfadhlina, Jantan, Azrul Hazri
Format: Article
Language:English
English
Published: Advanced Institute of Convergence Information Technology 2013
Online Access:http://psasir.upm.edu.my/id/eprint/30545/1/Semantic%20shot%20classification%20in%20soccer%20videos%20via%20playfield%20ratio%20and%20object%20size%20considerations.pdf
http://psasir.upm.edu.my/id/eprint/30545/
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spelling my.upm.eprints.305452015-09-08T02:00:26Z http://psasir.upm.edu.my/id/eprint/30545/ Semantic shot classification in soccer videos via playfield ratio and object size considerations. Abdul Halin, Alfian Mohd Sharef, Nurfadhlina Jantan, Azrul Hazri This paper presents a semantic shot classification algorithm for soccer videos. Generally, each shot within a match video is assigned either a far or close up-view class label. Initially, the playfield region for each frame within a shot is identified through low-level color image processing. An additional property is then considered namely the largest object size overlapping the playfield. Class labels are then accordingly assigned to each frame based on carefully constructed rule-sets. Majority voting is finally performed where the dominant frame labels within each shot is used as the ultimate class label. Experiments conducted on six soccer matches with varying camera shooting styles have been very promising, where the additional consideration of largest object size is able to significantly reduce the number of misclassifications. Advanced Institute of Convergence Information Technology 2013-02 Article PeerReviewed application/pdf en http://psasir.upm.edu.my/id/eprint/30545/1/Semantic%20shot%20classification%20in%20soccer%20videos%20via%20playfield%20ratio%20and%20object%20size%20considerations.pdf Abdul Halin, Alfian and Mohd Sharef, Nurfadhlina and Jantan, Azrul Hazri (2013) Semantic shot classification in soccer videos via playfield ratio and object size considerations. Journal of Convergence Information Technology, 8 (4). pp. 402-413. ISSN 1975-9320 English
institution Universiti Putra Malaysia
building UPM Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Putra Malaysia
content_source UPM Institutional Repository
url_provider http://psasir.upm.edu.my/
language English
English
description This paper presents a semantic shot classification algorithm for soccer videos. Generally, each shot within a match video is assigned either a far or close up-view class label. Initially, the playfield region for each frame within a shot is identified through low-level color image processing. An additional property is then considered namely the largest object size overlapping the playfield. Class labels are then accordingly assigned to each frame based on carefully constructed rule-sets. Majority voting is finally performed where the dominant frame labels within each shot is used as the ultimate class label. Experiments conducted on six soccer matches with varying camera shooting styles have been very promising, where the additional consideration of largest object size is able to significantly reduce the number of misclassifications.
format Article
author Abdul Halin, Alfian
Mohd Sharef, Nurfadhlina
Jantan, Azrul Hazri
spellingShingle Abdul Halin, Alfian
Mohd Sharef, Nurfadhlina
Jantan, Azrul Hazri
Semantic shot classification in soccer videos via playfield ratio and object size considerations.
author_facet Abdul Halin, Alfian
Mohd Sharef, Nurfadhlina
Jantan, Azrul Hazri
author_sort Abdul Halin, Alfian
title Semantic shot classification in soccer videos via playfield ratio and object size considerations.
title_short Semantic shot classification in soccer videos via playfield ratio and object size considerations.
title_full Semantic shot classification in soccer videos via playfield ratio and object size considerations.
title_fullStr Semantic shot classification in soccer videos via playfield ratio and object size considerations.
title_full_unstemmed Semantic shot classification in soccer videos via playfield ratio and object size considerations.
title_sort semantic shot classification in soccer videos via playfield ratio and object size considerations.
publisher Advanced Institute of Convergence Information Technology
publishDate 2013
url http://psasir.upm.edu.my/id/eprint/30545/1/Semantic%20shot%20classification%20in%20soccer%20videos%20via%20playfield%20ratio%20and%20object%20size%20considerations.pdf
http://psasir.upm.edu.my/id/eprint/30545/
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score 13.160551