Cross-View Action Recognition Using Contextual Maximum Margin Clustering
Zhang, Zhong; Wang, Chunheng; Xiao, Baihua; Zhou, Wen; Liu, Shuang
Source PublicationIEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY
2014-10-01
Volume24Issue:10Pages:1663-1668
SubtypeArticle
AbstractRecently, 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.
KeywordContextual Maximum Margin Clustering (Cmmc) Cross-view Action Recognition
WOS HeadingsScience & Technology ; Technology
WOS KeywordREPRESENTATION
Indexed BySCI
Language英语
WOS Research AreaEngineering
WOS SubjectEngineering, Electrical & Electronic
WOS IDWOS:000343316900003
Citation statistics
Cited Times:20[WOS]   [WOS Record]     [Related Records in WOS]
Document Type期刊论文
Identifierhttp://ir.ia.ac.cn/handle/173211/3744
Collection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
AffiliationChinese Acad Sci, Inst Automat, State Key Lab Management & Control Complex Syst, Beijing 100190, Peoples R China
First Author AffilicationChinese Acad Sci, Inst Automat, State Key Lab Management & Control Complex Syst, Beijing 100190, Peoples R China
Recommended Citation
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.
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