Deep learning in sport video analysis: A review

Sport is a competitive field, where it is an element of measurement for a countries development. Due to this reason, sport analysis has become one of the major contribution in analysing and improving the performance level of an athlete. Video-based modality has become a crucial tool used in sport an...

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Main Authors: Rangasamy, Keerthana, As’ari, Muhammad Amir, Rahmad, Nur Azmina, Ghazali, Nurul Fathiah, Ismail, Saharudin
Format: Article
Language:English
Published: Universitas Ahmad Dahlan 2020
Subjects:
Online Access:http://eprints.utm.my/id/eprint/91070/1/MuhammadAmirAsAri2020_DeepLearningInSportVideoAnalysis.pdf
http://eprints.utm.my/id/eprint/91070/
http://dx.doi.org/10.12928/TELKOMNIKA.V18I4.14730
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id my.utm.91070
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spelling my.utm.910702021-05-31T13:29:18Z http://eprints.utm.my/id/eprint/91070/ Deep learning in sport video analysis: A review Rangasamy, Keerthana As’ari, Muhammad Amir Rahmad, Nur Azmina Ghazali, Nurul Fathiah Ismail, Saharudin QM Human anatomy Sport is a competitive field, where it is an element of measurement for a countries development. Due to this reason, sport analysis has become one of the major contribution in analysing and improving the performance level of an athlete. Video-based modality has become a crucial tool used in sport analysis by coaches and performance analysis. There were wide variety of techniques used in sport video analysis. The main purpose of this review paper is to compare and update review between traditional handcrafted approach and deep learning approach in sport video analysis based on human activity recognition, overview of recent study in video based human activity recognition in sport analysis and finally concluded with future potential direction in sport video analysis. Universitas Ahmad Dahlan 2020 Article PeerReviewed application/pdf en http://eprints.utm.my/id/eprint/91070/1/MuhammadAmirAsAri2020_DeepLearningInSportVideoAnalysis.pdf Rangasamy, Keerthana and As’ari, Muhammad Amir and Rahmad, Nur Azmina and Ghazali, Nurul Fathiah and Ismail, Saharudin (2020) Deep learning in sport video analysis: A review. Telkomnika (Telecommunication Computing Electronics and Control), 18 (4). pp. 1926-1933. ISSN 16936930 http://dx.doi.org/10.12928/TELKOMNIKA.V18I4.14730
institution Universiti Teknologi Malaysia
building UTM Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Teknologi Malaysia
content_source UTM Institutional Repository
url_provider http://eprints.utm.my/
language English
topic QM Human anatomy
spellingShingle QM Human anatomy
Rangasamy, Keerthana
As’ari, Muhammad Amir
Rahmad, Nur Azmina
Ghazali, Nurul Fathiah
Ismail, Saharudin
Deep learning in sport video analysis: A review
description Sport is a competitive field, where it is an element of measurement for a countries development. Due to this reason, sport analysis has become one of the major contribution in analysing and improving the performance level of an athlete. Video-based modality has become a crucial tool used in sport analysis by coaches and performance analysis. There were wide variety of techniques used in sport video analysis. The main purpose of this review paper is to compare and update review between traditional handcrafted approach and deep learning approach in sport video analysis based on human activity recognition, overview of recent study in video based human activity recognition in sport analysis and finally concluded with future potential direction in sport video analysis.
format Article
author Rangasamy, Keerthana
As’ari, Muhammad Amir
Rahmad, Nur Azmina
Ghazali, Nurul Fathiah
Ismail, Saharudin
author_facet Rangasamy, Keerthana
As’ari, Muhammad Amir
Rahmad, Nur Azmina
Ghazali, Nurul Fathiah
Ismail, Saharudin
author_sort Rangasamy, Keerthana
title Deep learning in sport video analysis: A review
title_short Deep learning in sport video analysis: A review
title_full Deep learning in sport video analysis: A review
title_fullStr Deep learning in sport video analysis: A review
title_full_unstemmed Deep learning in sport video analysis: A review
title_sort deep learning in sport video analysis: a review
publisher Universitas Ahmad Dahlan
publishDate 2020
url http://eprints.utm.my/id/eprint/91070/1/MuhammadAmirAsAri2020_DeepLearningInSportVideoAnalysis.pdf
http://eprints.utm.my/id/eprint/91070/
http://dx.doi.org/10.12928/TELKOMNIKA.V18I4.14730
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score 13.18916