期刊文献+

基于故事的新闻视频事件专题分析方法 被引量:5

News Video Event Topic Analysis Based on Stories
下载PDF
导出
摘要 报道同一事件的新闻故事之间存在大量的冗余和重复,这对新闻事件的快速浏览和理解造成了巨大的困难,必须对故事之间的关系进行有效的分析及组织。文章提出一种基于故事的新闻视频事件专题分析方法。融合文本和视觉特征将报道同一事件的新闻故事聚类在一起,通过分析事件内部故事之间的相似性,获得故事之间的相互依赖关系,生成表现事件发展的专题结构。实验结果表明,这种事件专题分析方法能够直观有效地表现新闻事件的发展趋势和相关信息,对于新闻视频的浏览和摘要等实际应用具有重要意义。 News videos contain huge amount of daily information,in which there is a great deal of redundancy and repetition content.Thus it is necessary to analyze news stories' relationships and generate news topic effectively.This research proposes an approach for generating news video event topic based on stories.K-means cluster algorithm was used to group topic-evolving stories integrating textual and visual features.Based on the similarity and dependency between stories,an event topic was constructed automatically for the news video topic organization and threading.Finally,the generated event topic structure was visualized in event-time space.Experimental results show that the topic structure generated by the proposed approach can facilitate the fast navigation and understanding of the news topic.
出处 《国防科技大学学报》 EI CAS CSCD 北大核心 2011年第5期91-96,共6页 Journal of National University of Defense Technology
基金 国家自然科学青年基金项目(60902094)
关键词 新闻视频 事件专题 故事聚类 相似关键帧 news video event topic story clustering near-duplicate keyframe
  • 相关文献

参考文献13

  • 1Allan J, Carbonell J. Topic Detection and Tracking Pilot Study: Final Report [ C ]//Proceedings of DRAPA Broadcast News Transcription and Understanding Workshop, San Francisco, CA, 1998: 194-218.
  • 2Nallapati R, Feng A, Peng F, et al. Event Threading within News Topic [ C ]//Proceedings of the 13th ACM international conference on Information and Knowledge Management, Washington, USA, 2004:446 -453.
  • 3Ide I, Mo H, Katayama N, et al. Threading News Video Topics [C]//Preceodings of the 5th ACM SIGMM International Workshop on Multimedia Information Retrieval, California, USA, 2003:239 -246.
  • 4Ide I, Mo H, Katayama N, et 81. Topic Threading for Structuring a Large-scale News Video Archive [ C ]//Image and Video Retrieval: Third International Conference, Dublin, Ireland, 2004:123 - 131.
  • 5Ketayama N, Mo H, Ide I ,et al. Mining Large-scale Broadcast Video Archives Towards Inter-video Structuring [ C ]//Pacific Rim Conf. Multimedia. Tokyo, Japan, 2004:489-496.
  • 6Ide I, Mo H, Katayama N, et al. Exploiting Topic Thread Structures in a News Video Archive for the Semi-automatic Generation of Video Summaries[ C ]//2006 IEEE InternationalConference on Multimedia and Expo, Toronto, Canada. 2006: 1473 - 1476.
  • 7Ide I, Kinoshite T, Takahashi T. MediaWalker: A Video Archive Explorer Based on Time-series Semantic Structure [ C ]//Proceeding of the 15th International Conference. Multimedia. Augsburg, Germany, 2007: 162-163.
  • 8文军,吴玲达,曾璞,谢毓湘.新闻视频数据库基于故事单元的“多线程”管理技术研究[J].国防科技大学学报,2010,32(1):116-121. 被引量:2
  • 9Zhang D Q, Chang S F. Detecting Image Near-duplicate by Stochastic Attributed Relational Graph Matching with Learning [C]//Proc. ACM Multimedia Conf. 2004:877 -884.
  • 10Ke Y, Sukthankar R, Huston L Efficient near-duphcate Detection and Sub-image retrieval[C]//Proc. ACM Multimedia Conf. 2004: 869 -876.

二级参考文献29

  • 1Ide I, Mo H, Katayama N, et al.Threading News Video Topics[C]//ACM Workshop on Multimedia Information Retrieval (MIR2003)USA, 2003: 239- 246.
  • 2Ide I, Mo H, Katayama N, et al. Exploiting Topic Thread Structures in a News Video Archive for the Semi-automatic Generation of Video Summaries [C]//2036 IEEE Intl. Conf. on Multimedia and Expo (ICME2006), Canada,2006: 1473- 1476.
  • 3Allan J, Wade C, Bolivar A. Retrieval and Novelty, Detection at the Sentence Level[ C]//Proceedings of the 26^th Annual lntemational ACM StGIR Conference on Research and Development in Information Retrieval (SIGIR 2003) Cananda, 2003:314-321.
  • 4Wu X, Ngo C W, Li Q. Threading and Autodocumenting News Videos: A Promising Solution to Rapidly Browse News Topics[J]. IEEE Signal Processing Magazine, 2006, 23(2) :59 - 68.
  • 5Zhang D Q, Chang S F. Detecting Image Near-duplicate by Stochastic Attributed Relational Graph Matching with Learning[C]//Proceedings of ACM Multimedia, 2004:877 - 884.
  • 6Chang S F, Hsa W, Kennedy L, et al. Columbia University Trecvid-2005 Video Search and High-level Feature Extraction [ C ]//Proceedings of Trecvid Workshop, 2005.
  • 7Chua T S, Neo S Y, Zheng Y T, et al.Trecvid-2006 by NUS-12R[C]//Proceedings of Trecvil Workshop, 2006.
  • 8Hsu W, Chang S F.Topic Tracking across Broadcast News Videos with Visual Duplicates and Semantic Concepts[C]//Proceedings of lntematlonal Conference on Image Processing, 2006, USA.
  • 9Zhai Y, Shah M.Tracking News Stories across Different Sources[C]//Proceedings of the 13^th Annual ACM International Conference on Multimedia (ACM MM2005)Singapore, 2005:2 - 10.
  • 10Cheung S C, Zakhor A. Efficient Video Similarity Measurement with Video Signature[J]. IEEE Transactions on Circuits and Systems for Video Technology, 2003, 13(1):59-74.

共引文献6

同被引文献11

引证文献5

二级引证文献3

相关作者

内容加载中请稍等...

相关机构

内容加载中请稍等...

相关主题

内容加载中请稍等...

浏览历史

内容加载中请稍等...
;
使用帮助 返回顶部