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Web video retagging
Chen, Zhineng1,2; Cao, Juan1; Xia, Tian1; Song, Yicheng1,2; Zhang, Yongdong1; Li, Jintao1
2011-10-01
发表期刊MULTIMEDIA TOOLS AND APPLICATIONS
ISSN1380-7501
卷号55期号:1页码:53-82
摘要Tags associated with web videos play a crucial role in organizing and accessing large-scale video collections. However, the raw tag list (RawL) is usually incomplete, imprecise and unranked, which reduces the usability of tags. Meanwhile, compared with studies on improving the quality of web image tags, tags associated with web videos are not studied to the same extent. In this paper, we propose a novel web video tag enhancement approach called video retagging, which aims at producing the more complete, precise, and ranked retagged tag list (RetL) for web videos. Given a web video, video retagging first collect its textually and visually related neighbor videos. All tags attached to the neighbors are treated as possible relevant ones and then RetL is generated by inferring the degree of relevance of the tags from both global and video-specific perspectives, using two different graph based models. Two kinds of experiments, i.e., application-oriented video search and categorization and user-based subjective studies are carried out on a large-scale web video dataset, which demonstrate that in most cases, RetL is better than RawL in terms of completeness, precision and ranking.
关键词Video retagging Tag recommendation Tag refinement Graph based model Web video search Web video categorization
DOI10.1007/s11042-010-0604-1
收录类别SCI
语种英语
资助项目National Basic Research Program of China (973 Program)[2007CB311100] ; National Nature Science Foundation of China[60902090] ; Beijing New Star Project on Science Technology[2007B071] ; Beijing Municipal Education Commission
WOS研究方向Computer Science ; Engineering
WOS类目Computer Science, Information Systems ; Computer Science, Software Engineering ; Computer Science, Theory & Methods ; Engineering, Electrical & Electronic
WOS记录号WOS:000293140400004
出版者SPRINGER
引用统计
被引频次:10[WOS]   [WOS记录]     [WOS相关记录]
文献类型期刊论文
条目标识符http://119.78.100.204/handle/2XEOYT63/13051
专题中国科学院计算技术研究所期刊论文_英文
通讯作者Chen, Zhineng
作者单位1.Chinese Acad Sci, Ctr Adv Comp Res, Inst Comp Technol, Beijing 100190, Peoples R China
2.Chinese Acad Sci, Grad Univ, Beijing 100039, Peoples R China
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GB/T 7714
Chen, Zhineng,Cao, Juan,Xia, Tian,et al. Web video retagging[J]. MULTIMEDIA TOOLS AND APPLICATIONS,2011,55(1):53-82.
APA Chen, Zhineng,Cao, Juan,Xia, Tian,Song, Yicheng,Zhang, Yongdong,&Li, Jintao.(2011).Web video retagging.MULTIMEDIA TOOLS AND APPLICATIONS,55(1),53-82.
MLA Chen, Zhineng,et al."Web video retagging".MULTIMEDIA TOOLS AND APPLICATIONS 55.1(2011):53-82.
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