WANG Xingqi, ZHA Taotao, WU Chunming, et al., “Text Semantics Based Automatic Summarization for Chinese Videos,” Chinese Journal of Electronics, vol. 24, no. 3, pp. 462-467, 2015, doi: 10.1049/cje.2015.07.004
Citation: WANG Xingqi, ZHA Taotao, WU Chunming, et al., “Text Semantics Based Automatic Summarization for Chinese Videos,” Chinese Journal of Electronics, vol. 24, no. 3, pp. 462-467, 2015, doi: 10.1049/cje.2015.07.004

Text Semantics Based Automatic Summarization for Chinese Videos

doi: 10.1049/cje.2015.07.004
Funds:  This work is supported by the National High Technology Development 863 Program of China (No.2011AA01A107), the Zhejiang Provincial Technical Plan Project (No.2011C13008, No.2013C01113) and Defense Industrial Technology Development Program (No.A3920110002, No.202012A001).
More Information
  • Corresponding author: FANG Jinglong (corresponding author) received the Ph.D. degree from Zhejang University of Technology in 2011. Currently, he is a professor in School of Computer Science at Hangzhou Dianzi University. His research area focuses on machine learning, data mining, pattern recognition and artificial intelligence. (Email: fjl@hdu.edu.cn)
  • Received Date: 2013-11-14
  • Rev Recd Date: 2014-06-10
  • Publish Date: 2015-07-10
  • This paper is concerned with the task of automatically summarizing videos, which is important for many video-related applications. Examples include video retrieval, accessing and categorization, et al. Our approach summarizes video semantically from the texts embedded in videos. To improve the accuracy, ant colony algorithm, maximum matching method, Singular value decomposition (SVD) are employed for locating text region, segmenting words and clustering sentences, respectively. Based on these methods, a prototype is developed. In an experimental evaluation on the real world video datasets, we show that our proposed approach could provide accurate, satisfactory performance.
  • loading
  • R. Junee, "Zoinks! 20 hours of video uploaded every minute!", YouTube Blog, YouTube.com, 2009.
    G. Guan, Z.Wang, S. Lu, et al., "Keypoint-based key frame selection", Proc. Of IEEE Transactions on Circuits and Systems for Video Technology, California, USA, pp.729-734, 2013.
    G. Guan, Z. Wang, S. Lu, et al., "Keypoint based key frame selection", Proc. of IEEE Transactions on Circuits and Systems for Video Technology, California, USA, pp.1-13, 2012.
    X. Zhou, X. Zhou, L. Chen, et al., "An efficient near-duplicate video shot detection method using shot-based interest points", IEEE Transactions on Multimedia, Vol.11, No.5, pp.879-891, 2009.
    L. Zhu, G.M. Schuster and A.K. Katsaggelos, "Minmax optimal video summarization", IEEE Transactions on Circuits and Systems for Video Technology, Vol.15, No.10, pp.1245- 1256, 2005.
    Y. Cong, J. Yuan and J. Luo, "Towards scalable summarization of consumer videos via sparse dictionary selection", IEEE Transactions on Multimedia, Vol.14, No.1, pp.66-75, 2012.
    Y. Zhuang, Y. Rui, T.S. Huang, et al., "Adaptive key frame extraction using unsupervised clustering", Proc. of International Conference on Image Processing, Colorado, USA, pp.866-870, 1998.
    A. Girgensohn and J.Boreczky, "Time-constrained key frame selection technique", Proc. of IEEE Multimedia Systems, Beijing, China, pp.756-761, 1999.
    Q.G. Ji, Z.D. Fang, Z.H. Xie, et al., "Video abstraction based on the visual attention model and online clustering", Signal Processing: Image Communication, Vol.28, No.3, pp.241-253, 2013.
    Y. Fu, Y. Guo, Y. Zhu, et al., "Multi-view video summarization", IEEE Transaction on Multimedia, Vol.12, No.7, pp.717- 729, 2010.
    A. Doulamis, N. Doulamis, "Optimal content-based video decomposition for interactive video navigation", IEEE Transactions on Circuits and Systems for Video Technology, Vol.14, No.6, pp.757-775, 2004.
    A. Stefanidis, P. Partsinevelos, P. Agouris, et al., "Summarizing video datasets in the spatiotemporal domain", Proc. of 11th International Workshop on Database and Expert Systems Applications, Seattle, WA, USA, pp.25-32, 2000.
    X. Orriols and X. Binefa, "An EM algorithm for video summarization, generative model approach", Proc. of International Conference on Computer Vision, New York, USA, pp.13-33, 2001.
    Y. Gong and X. Liu, "Video summarization and retrieval using singular value decomposition", Multimedia Systems, Vol.9, No.2, pp.157-168, 2003.
    H. Yuan, H. Ma and X. Huang, "Video text detection and localization based on gradients and coarseness", Acta Electronica Sinica, Vol.36, No.8, pp.1660-1665, 2008. (in Chinese)
    Y. Feng and M. Lapata, "Automatic caption generation for news images", IEEE Transactions on Pattern Analysis and Machine Intelligence, Vol.35, No.4, pp.797-812, 2013.
  • 加载中

Catalog

    通讯作者: 陈斌, bchen63@163.com
    • 1. 

      沈阳化工大学材料科学与工程学院 沈阳 110142

    1. 本站搜索
    2. 百度学术搜索
    3. 万方数据库搜索
    4. CNKI搜索

    Article Metrics

    Article views (661) PDF downloads(854) Cited by()
    Proportional views
    Related

    /

    DownLoad:  Full-Size Img  PowerPoint
    Return
    Return