Key-Lectures: Keyframes Extraction in Video Lectures

被引:9
|
作者
Kumar, Krishan [1 ,2 ]
Shrimankar, Deepti D. [2 ]
Singh, Navjot [1 ]
机构
[1] Natl Inst Technol Uttarakhand, Srinagar, Garhwal, India
[2] VNIT, Nagpur, Maharashtra, India
来源
关键词
D O I
10.1007/978-981-13-0923-6_39
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this multimedia era, the education system is going to adopt the video technologies, i.e., video lectures, e-class room, virtual classroom, etc. In order to manage the content of the audiovisual lectures, we require a huge storage space and more time to access. Such content may not be accessed in real time. In this work, we propose a novel key frame extraction technique to summarize the video lectures so that a reader can get the critical information in real time. The qualitative, as well as quantitative measurement, is done for comparing the performances of our proposed model and state-of-the-art models. Experimental results on two benchmark datasets with various duration of videos indicate that our key-lecture technique outperforms the existing previous models with the best F-measure and Recall.
引用
收藏
页码:453 / 459
页数:7
相关论文
共 50 条
  • [31] Prerequisite Graph Extraction from Lectures
    Torre, Ilaria
    Mirenda, Luca
    Vercelli, Gianni
    Mastrogiovanni, Fulvio
    ARTIFICIAL INTELLIGENCE IN EDUCATION: POSTERS AND LATE BREAKING RESULTS, WORKSHOPS AND TUTORIALS, INDUSTRY AND INNOVATION TRACKS, PRACTITIONERS AND DOCTORAL CONSORTIUM, PT II, 2022, 13356 : 616 - 619
  • [33] A novel cluster-based approach for keyphrase extraction from MOOC video lectures
    Albahr, Abdulaziz
    Che, Dunren
    Albahar, Marwan
    KNOWLEDGE AND INFORMATION SYSTEMS, 2021, 63 (07) : 1663 - 1686
  • [34] A novel cluster-based approach for keyphrase extraction from MOOC video lectures
    Abdulaziz Albahr
    Dunren Che
    Marwan Albahar
    Knowledge and Information Systems, 2021, 63 : 1663 - 1686
  • [35] Impact of video recorded lectures among students
    Soong, Swee Kit Alan
    Chan, Lay Kock
    Cheers, Christopher
    Hu, Chun
    WHO'S LEARNING? WHOSE TECHNOLOGY?, PROCEEDINGS, VOLS 1 AND 2, 2006, : 789 - 793
  • [36] On video lectures during remote teaching and beyond
    Gunnar Schwarz
    Davide Bleiner
    Detlef Günther
    Analytical and Bioanalytical Chemistry, 2022, 414 : 3301 - 3309
  • [37] An Adaptive Time Reduction Technique for Video Lectures
    Shenoy, Sreenivas Purushothama
    Amresh, Ashish
    Femiani, John
    PROCEEDINGS OF THE 12TH INTERNATIONAL CONFERENCE ON E-LEARNING (ICEL 2017), 2017, : 267 - 276
  • [38] Content generation of classroom lectures by HD video
    Kameda Y.
    Kyokai Joho Imeji Zasshi/Journal of the Institute of Image Information and Television Engineers, 2010, 64 (02): : 164 - 167
  • [39] EFFECTIVE USE OF VIDEO LECTURES: GUIDELINES AND CRITERIA
    Salekhova, L.
    Danilov, A.
    Zaripova, R.
    Ilminbetova, S.
    14TH INTERNATIONAL TECHNOLOGY, EDUCATION AND DEVELOPMENT CONFERENCE (INTED2020), 2020, : 1728 - 1732
  • [40] Video recording lectures: Student and professor perspectives
    Odhabi, Hamad
    Nicks-McCaleb, Lynn
    BRITISH JOURNAL OF EDUCATIONAL TECHNOLOGY, 2011, 42 (02) : 327 - 336