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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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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Hindawi
2022
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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. |
format | Online Article Text |
id | pubmed-8970915 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Hindawi |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT guangyuhan analysisofsportsvideointelligentclassificationtechnologybasedonneuralnetworkalgorithmandtransferlearning |