Event detection and highlight detection of broadcasted game videos

Wei Ta Chu, Yung Chieh Chou

研究成果: Conference contribution

6 引文 斯高帕斯(Scopus)

摘要

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.

原文English
主出版物標題HCMC 2015 - Proceedings of the 2nd Workshop on Computational Models of Social Interactions
主出版物子標題Human-Computer-Media Communication, co-located with ACM MM 2015
發行者Association for Computing Machinery, Inc
頁面1-8
頁數8
ISBN(電子)9781450337472
DOIs
出版狀態Published - 2015 十月 30
事件2nd Workshop on Computational Models of Social Interactions: Human-Computer-Media Communication, HCMC 2015 - Brisbane, Australia
持續時間: 2015 十月 30 → …

出版系列

名字HCMC 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
國家Australia
城市Brisbane
期間15-10-30 → …

All Science Journal Classification (ASJC) codes

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

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  • 引用此

    Chu, W. T., & Chou, Y. C. (2015). Event detection and highlight detection of broadcasted game videos. 於 HCMC 2015 - Proceedings of the 2nd Workshop on Computational Models of Social Interactions: Human-Computer-Media Communication, co-located with ACM MM 2015 (頁 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