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Cross-View Action Recognition Using Contextual Maximum Margin Clustering

文献类型：期刊论文

作者Zhang, Zhong; Wang, Chunheng; Xiao, Baihua; Zhou, Wen; Liu, Shuang
刊名IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY
出版日期2014-10-01
卷号24期号:10页码:1663-1668
关键词Contextual maximum margin clustering (CMMC) cross-view action recognition
英文摘要Recently, maximum margin clustering (MMC) has been proposed for a cross-view action recognition. However, such a method neglects the temporal relationship between contiguous frames in the same action video. In this paper we propose a novel method called contextual maximum margin clustering (CMMC) to tackle cross-view action recognition. In CMMC, we add temporal regularization to give a high penalty when the contiguous frames are dissimilar. Thus, the CMMC not only achieves the goal of finding maximum margin hyperplanes, but also explicitly considers the temporal information among contiguous frames. Our method is verified on the IXMAS dataset and the experimental results demonstrate that our method can achieve better performance than the state-of-the-art methods.
WOS标题词Science & Technology ; Technology
类目[WOS]Engineering, Electrical & Electronic
研究领域[WOS]Engineering
关键词[WOS]REPRESENTATION
收录类别SCI
语种英语
WOS记录号WOS:000343316900003
源URL[http://ir.ia.ac.cn/handle/173211/3744]  
专题自动化研究所_复杂系统管理与控制国家重点实验室_影像分析与机器视觉团队
作者单位Chinese Acad Sci, Inst Automat, State Key Lab Management & Control Complex Syst, Beijing 100190, Peoples R China
推荐引用方式
GB/T 7714		 Zhang, Zhong,Wang, Chunheng,Xiao, Baihua,et al. Cross-View Action Recognition Using Contextual Maximum Margin Clustering[J]. IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY,2014,24(10):1663-1668.
APA Zhang, Zhong,Wang, Chunheng,Xiao, Baihua,Zhou, Wen,&Liu, Shuang.(2014).Cross-View Action Recognition Using Contextual Maximum Margin Clustering.IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY,24(10),1663-1668.
MLA Zhang, Zhong,et al."Cross-View Action Recognition Using Contextual Maximum Margin Clustering".IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY 24.10(2014):1663-1668.

入库方式： OAI收割

来源：自动化研究所

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