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Analysis of Sports Video Intelligent Classification Technology Based on Neural Network Algorithm and Transfer Learning

With the rapid development of information technology, digital content shows an explosive growth trend. Sports video classification is of great significance for digital content archiving in the server. Therefore, the accurate classification of sports video categories is realized by using deep neural...

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Detalles Bibliográficos
Autor principal: Guangyu, Han
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8970915/
https://www.ncbi.nlm.nih.gov/pubmed/35371207
http://dx.doi.org/10.1155/2022/7474581
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author Guangyu, Han
author_facet Guangyu, Han
author_sort Guangyu, Han
collection PubMed
description With the rapid development of information technology, digital content shows an explosive growth trend. Sports video classification is of great significance for digital content archiving in the server. Therefore, the accurate classification of sports video categories is realized by using deep neural network algorithm (DNN), convolutional neural network (CNN), and transfer learning. Block brightness comparison coding (BICC) and block color histogram are proposed, which reflect the brightness relationship between different regions in video and the color information in the region. The maximum mean difference (MMD) algorithm is adopted to achieve the purpose of transfer learning. On the basis of obtaining the features of sports video images, the sports video image classification method based on deep learning coding model is adopted to realize sports video classification. The results show that, for different types of sports videos, the overall classification effect of this method is obviously better than other current sports video classification methods, which greatly improves the classification effect of sports videos.
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spelling pubmed-89709152022-04-01 Analysis of Sports Video Intelligent Classification Technology Based on Neural Network Algorithm and Transfer Learning Guangyu, Han Comput Intell Neurosci Research Article With the rapid development of information technology, digital content shows an explosive growth trend. Sports video classification is of great significance for digital content archiving in the server. Therefore, the accurate classification of sports video categories is realized by using deep neural network algorithm (DNN), convolutional neural network (CNN), and transfer learning. Block brightness comparison coding (BICC) and block color histogram are proposed, which reflect the brightness relationship between different regions in video and the color information in the region. The maximum mean difference (MMD) algorithm is adopted to achieve the purpose of transfer learning. On the basis of obtaining the features of sports video images, the sports video image classification method based on deep learning coding model is adopted to realize sports video classification. The results show that, for different types of sports videos, the overall classification effect of this method is obviously better than other current sports video classification methods, which greatly improves the classification effect of sports videos. Hindawi 2022-03-24 /pmc/articles/PMC8970915/ /pubmed/35371207 http://dx.doi.org/10.1155/2022/7474581 Text en Copyright © 2022 Han Guangyu. https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Research Article
Guangyu, Han
Analysis of Sports Video Intelligent Classification Technology Based on Neural Network Algorithm and Transfer Learning
title Analysis of Sports Video Intelligent Classification Technology Based on Neural Network Algorithm and Transfer Learning
title_full Analysis of Sports Video Intelligent Classification Technology Based on Neural Network Algorithm and Transfer Learning
title_fullStr Analysis of Sports Video Intelligent Classification Technology Based on Neural Network Algorithm and Transfer Learning
title_full_unstemmed Analysis of Sports Video Intelligent Classification Technology Based on Neural Network Algorithm and Transfer Learning
title_short Analysis of Sports Video Intelligent Classification Technology Based on Neural Network Algorithm and Transfer Learning
title_sort analysis of sports video intelligent classification technology based on neural network algorithm and transfer learning
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8970915/
https://www.ncbi.nlm.nih.gov/pubmed/35371207
http://dx.doi.org/10.1155/2022/7474581
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