Event detection and highlight detection of broadcasted game videos

Wei Ta Chu, Yung Chieh Chou

Research output: Chapter in Book/Report/Conference proceedingConference contribution

6 Citations (Scopus)

Abstract

Efficient access of game videos is urgently demanded due to the emergence of live streaming platforms and the explosive numbers of gamers and viewers. In this work we facilitate efficient access from two aspects: game event detection and highlight detection. By recognizing predefined text displayed on screen when some events occur, we associate game events with time stamps to facilitate direct access. We jointly consider visual features, events, and viewer's reaction to construct two highlight models, and enable compact game presentation. Experimental results show the effectiveness of the proposed methods. As one of the early attempts on analyzing broadcasted game videos from the perspective of multimedia content analysis, our contributions are twofold. First, we design and extract game-specific features considering visual content, event semantics, and viewer's reaction. Second, we integrate clues from these three domains based on a psychological approach and a data-driven approach to characterize game highlights.

Original languageEnglish
Title of host publicationHCMC 2015 - Proceedings of the 2nd Workshop on Computational Models of Social Interactions
Subtitle of host publicationHuman-Computer-Media Communication, co-located with ACM MM 2015
PublisherAssociation for Computing Machinery, Inc
Pages1-8
Number of pages8
ISBN (Electronic)9781450337472
DOIs
Publication statusPublished - 2015 Oct 30
Event2nd Workshop on Computational Models of Social Interactions: Human-Computer-Media Communication, HCMC 2015 - Brisbane, Australia
Duration: 2015 Oct 30 → …

Publication series

NameHCMC 2015 - Proceedings of the 2nd Workshop on Computational Models of Social Interactions: Human-Computer-Media Communication, co-located with ACM MM 2015

Conference

Conference2nd Workshop on Computational Models of Social Interactions: Human-Computer-Media Communication, HCMC 2015
CountryAustralia
CityBrisbane
Period15-10-30 → …

All Science Journal Classification (ASJC) codes

  • Media Technology
  • Computational Mathematics
  • Computer Science(all)

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    Chu, W. T., & Chou, Y. C. (2015). Event detection and highlight detection of broadcasted game videos. In HCMC 2015 - Proceedings of the 2nd Workshop on Computational Models of Social Interactions: Human-Computer-Media Communication, co-located with ACM MM 2015 (pp. 1-8). (HCMC 2015 - Proceedings of the 2nd Workshop on Computational Models of Social Interactions: Human-Computer-Media Communication, co-located with ACM MM 2015). Association for Computing Machinery, Inc. https://doi.org/10.1145/2810397.2810398