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Selecting Representative Thumbnail Image and Video Clip from a Video via Bullet Screen

Published: 20 April 2020 Publication History

Abstract

Finding representative thumbnails or key video clips in a long video usually requires laborious manual editing and compilation. Although there have been deep-learning-based methods that aim to understand videos and pictures, these approaches rely on a large number of computing resources and training data, and the results may still be unsatisfactory. This paper tackles the task of thumbnail selection and highlighting video selection from a different perspective — we leverage on the bullet screen, an emerging new feature on the online video streaming sites that are popular in East Asia, to select thumbnails and video clips. We compared the proposed method with a thumbnail and video clip selecting tool developed by KKStream, a leading streaming service provider in East Asia. We recruited 100 individuals to conduct subjective tests. The experimental results show that most participants are satisfied with the thumbnails and video clips selected by our method, suggesting that the bullet screen could be a valuable resource for video understanding.

References

[1]
Soussan Djamasbi, Adrienne Hall-Phillips, Zaozao Liu, Wenting Li, and Jing Bian. 2016. Social viewing, bullet screen, and user experience: a first look. In 2016 49th Hawaii International Conference on System Sciences. IEEE, 648–657.
[2]
Sara Sabour, Nicholas Frosst, and Geoffrey E Hinton. 2017. Dynamic routing between capsules. In Advances in Neural Information Processing Systems. 3856–3866.
[3]
C. Tsao, J. Lou, and H. Chen. 2019. Thumbnail image selection for VOD services. In IEEE Conference on Multimedia Information Processing and Retrieval. 54–59.

Cited By

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  • (2023)University Course Recommendation Based on Multi-source Educational Knowledge Graph2023 4th International Conference on Computer, Big Data and Artificial Intelligence (ICCBD+AI)10.1109/ICCBD-AI62252.2023.00132(727-732)Online publication date: 15-Dec-2023
  • (2021)Thumbnail Selection with Convolutional Neural Network Based on Emotion DetectionDuygu Algılamaya Dayalı Evrişimli Sinir Ağı ile Küçük Resmi SeçimiInternational Journal of Advances in Engineering and Pure Sciences10.7240/jeps.90056133(88-93)Online publication date: 30-Dec-2021

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        cover image ACM Conferences
        WWW '20: Companion Proceedings of the Web Conference 2020
        April 2020
        854 pages
        ISBN:9781450370240
        DOI:10.1145/3366424
        Permission to make digital or hard copies of all or part of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for components of this work owned by others than ACM must be honored. Abstracting with credit is permitted. To copy otherwise, or republish, to post on servers or to redistribute to lists, requires prior specific permission and/or a fee. Request permissions from [email protected]

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        New York, NY, United States

        Publication History

        Published: 20 April 2020

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        WWW '20
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        WWW '20: The Web Conference 2020
        April 20 - 24, 2020
        Taipei, Taiwan

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        Overall Acceptance Rate 1,899 of 8,196 submissions, 23%

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        • (2023)University Course Recommendation Based on Multi-source Educational Knowledge Graph2023 4th International Conference on Computer, Big Data and Artificial Intelligence (ICCBD+AI)10.1109/ICCBD-AI62252.2023.00132(727-732)Online publication date: 15-Dec-2023
        • (2021)Thumbnail Selection with Convolutional Neural Network Based on Emotion DetectionDuygu Algılamaya Dayalı Evrişimli Sinir Ağı ile Küçük Resmi SeçimiInternational Journal of Advances in Engineering and Pure Sciences10.7240/jeps.90056133(88-93)Online publication date: 30-Dec-2021

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