Automated Summarization of Lecture Videos

被引:1
|
作者
Vimalaksha, Anusha [1 ]
Prekash, Abhijit [2 ]
Vinay, Siddarth [3 ]
Kumar, N. S. [3 ]
机构
[1] PES Univ, Dept Elect & Elect Engn, Bangalore, Karnataka, India
[2] PES Univ, Dept Mech Engn, Bangalore, Karnataka, India
[3] PES Univ, Dept Comp Sci & Engn, Bangalore, Karnataka, India
关键词
Summarization; Reducing Storage Space; Ease of understanding; Easier Navigation;
D O I
10.1109/T4E.2018.00034
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Currently, educational institutes record videos of lectures for online courses, as well to allow students to watch the videos at a later time. Most of the videos are for a fixed duration with very little indication of the subtopics. These videos also consume large amounts of backup memory space over a period of time. Our innovative tool provides a mechanism to break the video into multiple parts based on crowd sourcing. The participants note the topic and the time stamps of beginning and end of a topic in an interactive session. Our tool breaks the video based on the time duration and creates new videos titled based on the subtopic. This tool takes a few seconds - approximately 17 sec - to process one hour video - so that all videos recorded in a single day may be processed in an hour. Our tool also provides a mechanism to summarize the video so that the important aspects of the video are captured for viewing as well for archiving. We get the audio transcribed and do a summarization of the resultant text and match this back to the video. This reduces the length of the video by approximately 50% and saves storage space by the same amount. This has been tested with videos recorded in our University.
引用
收藏
页码:126 / 129
页数:4
相关论文
共 50 条
  • [1] Automated Detection of Handwritten Whiteboard Content in Lecture Videos for Summarization
    Kota, Bhargava Urala
    Davila, Kenny
    Stone, Alexander
    Setlur, Srirangaraj
    Govindaraju, Venu
    PROCEEDINGS 2018 16TH INTERNATIONAL CONFERENCE ON FRONTIERS IN HANDWRITING RECOGNITION (ICFHR), 2018, : 19 - 24
  • [2] ABSUM: ABstractive SUMmarization of Lecture Videos
    Devi, M. S. Karthika
    Bhuvaneshwari, R.
    Baskaran, R.
    SMART TRENDS IN COMPUTING AND COMMUNICATIONS, VOL 3, SMARTCOM 2024, 2024, 947 : 237 - 248
  • [3] FCN-LectureNet: Extractive Summarization of Whiteboard and Chalkboard Lecture Videos
    Davila, Kenny
    Xu, Fei
    Setlur, Srirangaraj
    Govindaraju, Venu
    IEEE ACCESS, 2021, 9 : 104469 - 104484
  • [4] Generic speech summarization of transcribed lecture videos: Using tags and their semantic relations
    Kim, Hyun Hee
    Kim, Yong Ho
    JOURNAL OF THE ASSOCIATION FOR INFORMATION SCIENCE AND TECHNOLOGY, 2016, 67 (02) : 366 - 379
  • [5] Automated Whiteboard Lecture Video Summarization by Content Region Detection and Representation
    Kota, Bhargava Urala
    Stone, Alexander
    Davila, Kenny
    Setlur, Srirangaraj
    Govindaraju, Venu
    2020 25TH INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION (ICPR), 2021, : 10704 - 10711
  • [6] Event Summarization in Videos
    Aggarwal, Rajat
    Butola, Brijesh Singh
    2016 IEEE INTERNATIONAL CONFERENCE ON COMPUTING, COMMUNICATION AND AUTOMATION (ICCCA), 2016, : 1150 - 1154
  • [7] Generalized framework for summarization of fixed-camera lecture videos by detecting and binarizing handwritten content
    Bhargava Urala Kota
    Kenny Davila
    Alexander Stone
    Srirangaraj Setlur
    Venu Govindaraju
    International Journal on Document Analysis and Recognition (IJDAR), 2019, 22 : 221 - 233
  • [8] Generalized framework for summarization of fixed-camera lecture videos by detecting and binarizing handwritten content
    Kota, Bhargava Urala
    Davila, Kenny
    Stone, Alexander
    Setlur, Srirangaraj
    Govindaraju, Venu
    INTERNATIONAL JOURNAL ON DOCUMENT ANALYSIS AND RECOGNITION, 2019, 22 (03) : 221 - 233
  • [9] Automated Video Segmentation for Lecture Videos: A Linguistics-Based Approach
    Lin, Ming
    Chau, Michael
    Cao, Jinwei
    Nunamaker, Jay F., Jr.
    INTERNATIONAL JOURNAL OF TECHNOLOGY AND HUMAN INTERACTION, 2005, 1 (02) : 27 - 45
  • [10] Indexing and summarization of echocardiogram videos
    Ebadollahi, S
    Chang, SF
    Wu, H
    Takuma, S
    JOURNAL OF THE AMERICAN COLLEGE OF CARDIOLOGY, 2001, 37 (02) : 495A - 495A