Personalized Sports Video Customization Using Content and Context Analysis

We present an integrated framework on personalized sports video customization, which addresses three research issues: semantic video annotation, personalized video retrieval and summarization, and system adaptation. Sports video annotation serves as the foundation of the video customization system....

Full description

Saved in:
Bibliographic Details
Main Authors: Chao Liang, Changsheng Xu, Hanqing Lu
Format: Article
Language:English
Published: Wiley 2010-01-01
Series:International Journal of Digital Multimedia Broadcasting
Online Access:http://dx.doi.org/10.1155/2010/836357
Tags: Add Tag
No Tags, Be the first to tag this record!
_version_ 1849304698497007616
author Chao Liang
Changsheng Xu
Hanqing Lu
author_facet Chao Liang
Changsheng Xu
Hanqing Lu
author_sort Chao Liang
collection DOAJ
description We present an integrated framework on personalized sports video customization, which addresses three research issues: semantic video annotation, personalized video retrieval and summarization, and system adaptation. Sports video annotation serves as the foundation of the video customization system. To acquire detailed description of video content, external web text is adopted to align with the related sports video according to their semantic correspondence. Based on the derived semantic annotation, a user-participant multiconstraint 0/1 Knapsack model is designed to model the personalized video customization, which can unify both video retrieval and summarization with different fusion parameters. As a measure to make the system adaptive to the particular user, a social network based system adaptation algorithm is proposed to learn latent user preference implicitly. Both quantitative and qualitative experiments conducted on twelve broadcast basketball and football videos validate the effectiveness of the proposed method.
format Article
id doaj-art-3a867cff87dc4427b3e7f1cb6811c1c0
institution Kabale University
issn 1687-7578
1687-7586
language English
publishDate 2010-01-01
publisher Wiley
record_format Article
series International Journal of Digital Multimedia Broadcasting
spelling doaj-art-3a867cff87dc4427b3e7f1cb6811c1c02025-08-20T03:55:40ZengWileyInternational Journal of Digital Multimedia Broadcasting1687-75781687-75862010-01-01201010.1155/2010/836357836357Personalized Sports Video Customization Using Content and Context AnalysisChao Liang0Changsheng Xu1Hanqing Lu2National Lab of Pattern Recognition, Institute of Automation, Chinese Academy of Sciences, Beijing 100190, ChinaNational Lab of Pattern Recognition, Institute of Automation, Chinese Academy of Sciences, Beijing 100190, ChinaNational Lab of Pattern Recognition, Institute of Automation, Chinese Academy of Sciences, Beijing 100190, ChinaWe present an integrated framework on personalized sports video customization, which addresses three research issues: semantic video annotation, personalized video retrieval and summarization, and system adaptation. Sports video annotation serves as the foundation of the video customization system. To acquire detailed description of video content, external web text is adopted to align with the related sports video according to their semantic correspondence. Based on the derived semantic annotation, a user-participant multiconstraint 0/1 Knapsack model is designed to model the personalized video customization, which can unify both video retrieval and summarization with different fusion parameters. As a measure to make the system adaptive to the particular user, a social network based system adaptation algorithm is proposed to learn latent user preference implicitly. Both quantitative and qualitative experiments conducted on twelve broadcast basketball and football videos validate the effectiveness of the proposed method.http://dx.doi.org/10.1155/2010/836357
spellingShingle Chao Liang
Changsheng Xu
Hanqing Lu
Personalized Sports Video Customization Using Content and Context Analysis
International Journal of Digital Multimedia Broadcasting
title Personalized Sports Video Customization Using Content and Context Analysis
title_full Personalized Sports Video Customization Using Content and Context Analysis
title_fullStr Personalized Sports Video Customization Using Content and Context Analysis
title_full_unstemmed Personalized Sports Video Customization Using Content and Context Analysis
title_short Personalized Sports Video Customization Using Content and Context Analysis
title_sort personalized sports video customization using content and context analysis
url http://dx.doi.org/10.1155/2010/836357
work_keys_str_mv AT chaoliang personalizedsportsvideocustomizationusingcontentandcontextanalysis
AT changshengxu personalizedsportsvideocustomizationusingcontentandcontextanalysis
AT hanqinglu personalizedsportsvideocustomizationusingcontentandcontextanalysis