Improving Video Summarization based on User Preferences

被引:0
|
作者
Kannan, Rajkumar [1 ]
Ghinea, Gheorghita [2 ]
Swaminathan, Sridhar [1 ]
Kannaiyan, Suresh [1 ]
机构
[1] Bishop Heber Coll Autonomous, Dept Comp Sci, Tiruchirappalli, India
[2] Brunel Univ, Informat Syst & Comp, London, England
关键词
Video summarization; video semantics; personalization; user preferences;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Although in the past, several automatic video summarization systems had been proposed to generate video summary, a generic summary based only on low-level features will not satisfy every user. As users' needs or preferences for the summary vastly differ for the same video, a unique personalized and customized video summarization system becomes an urgent need nowadays. To address this urgent need, this paper proposes a novel system for generating unique semantically meaningful video summaries for the same video, that are tailored to the preferences or interests of the users. The proposed system stitches video summary based on summary time span and top-ranked shots that are semantically relevant to the user's preferences. The experimental results on the performance of the proposed video summarization system are encouraging.
引用
收藏
页数:4
相关论文
共 50 条
  • [1] Dynamic and Personalized Video Summarization Based on User Preferences
    Narwal, Pulkit
    Duhan, Neelam
    Bhatia, Komal Kumar
    [J]. COMMUNICATION AND INTELLIGENT SYSTEMS, VOL 1, ICCIS 2023, 2024, 967 : 19 - 36
  • [2] Egocentric Video Summarization of Cultural Tour based on User Preferences
    Varini, Patrizia
    Serra, Giuseppe
    Cucchiara, Rita
    [J]. MM'15: PROCEEDINGS OF THE 2015 ACM MULTIMEDIA CONFERENCE, 2015, : 931 - 934
  • [3] An Approach to Personalized Video Summarization Based on User Preferences Analysis
    Miniakhmetova, Maria
    Zymbler, Mikhail
    [J]. 2015 9TH INTERNATIONAL CONFERENCE ON APPLICATION OF INFORMATION AND COMMUNICATION TECHNOLOGIES (AICT), 2015, : 153 - 155
  • [4] Personalized Egocentric Video Summarization of Cultural Tour on User Preferences Input
    Varini, Patrizia
    Serra, Giuseppe
    Cucchiara, Rita
    [J]. IEEE TRANSACTIONS ON MULTIMEDIA, 2017, 19 (12) : 2832 - 2845
  • [5] User attention analysis based video summarization and highlight ranking
    Huang, Qing-Ming
    Zheng, Yi-Jia
    Jiang, Shu-Qiang
    Gao, Wen
    [J]. Jisuanji Xuebao/Chinese Journal of Computers, 2008, 31 (09): : 1612 - 1621
  • [6] VISUC: VIdeo Summarization with User Customization
    Panda, Rameswar
    Kuanar, Sanjay K.
    Chowdhury, Ananda S.
    [J]. PROCEEDINGS OF THE 2012 INTERNATIONAL CONFERENCE ON COMMUNICATIONS, DEVICES AND INTELLIGENT SYSTEMS (CODLS), 2012, : 89 - 92
  • [7] An Optimized Deep Learning Method for Video Summarization Based on the User of Interest
    Ul Haq, Hafiz Burhan
    Suwansantisuk, Watcharapan
    Chamnongthai, Kosin
    [J]. INTERNATIONAL JOURNAL OF ADVANCED COMPUTER SCIENCE AND APPLICATIONS, 2023, 14 (10) : 244 - 256
  • [8] A User Experience Model for Home Video Summarization
    Peng, Wei-Ting
    Huang, Wei-Jia
    Chu, Wei-Ta
    Chou, Chien-Nan
    Chang, Wen-Yan
    Chang, Chia-Han
    Hung, Yi-Ping
    [J]. ADVANCES IN MULTIMEDIA MODELING, PROCEEDINGS, 2009, 5371 : 484 - +
  • [9] Content-based video adaptation with user's preferences
    Bertini, M
    Cucchiara, R
    Del Bimbo, A
    Prati, A
    [J]. 2004 IEEE INTERNATIONAL CONFERENCE ON MULTIMEDIA AND EXP (ICME), VOLS 1-3, 2004, : 1695 - 1698
  • [10] Interactive User Oriented Visual Attention Based Video Summarization and Exploration Framework
    Qian, Yiming
    Kyan, Matthew
    [J]. 2014 IEEE 27TH CANADIAN CONFERENCE ON ELECTRICAL AND COMPUTER ENGINEERING (CCECE), 2014,