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题名Transform based spatio-temporal descriptors for human action recognition
作者
发表日期2011-02-15
发表期刊Neurocomputing
ISSN/eISSN0925-2312
卷号74期号:6页码:962-973
摘要

Classic transformation methods have been widely and efficiently used in image processing areas, such as image de-noising, image segmentation, feature detection, and compression. Based on their compact signal and image representation ability, we apply the transform based techniques on the video recognition area to extract discriminative information from each given video sequence, and use the transformed coefficients as descriptors for representing and recognizing human actions in video sequences. We validate our proposed methods on the KTH and the Hollywood datasets, which have been extensively studied by a lot of researchers. The proposed descriptors, especially the wavelet transform based descriptor, yield promising results on action recognition. © 2010 Elsevier B.V.

关键词Feature extraction Feature representation Human action recognition Spatio-temporal features Transforms
DOI10.1016/j.neucom.2010.11.013
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收录类别SCIE
语种英语English
WOS研究方向Computer Science
WOS类目Computer Science, Artificial Intelligence
WOS记录号WOS:000288412600011
Scopus入藏号2-s2.0-79751493631
引用统计
被引频次:33[WOS]   [WOS记录]     [WOS相关记录]
文献类型期刊论文
条目标识符https://repository.uic.edu.cn/handle/39GCC9TT/6612
专题理工科技学院
通讯作者Shao, Ling
作者单位
1.Department of Electronic and Electrical Engineering,The University of Sheffield,United Kingdom
2.Department of Computer Science,Leiden University,Netherlands
3.Department of Computing,Hong Kong Polytechnic University,HKG,Hong Kong
4.Department of Computer Science and Technology,United International College,Zhuhai,China
5.Shenzhen Key Laboratory of Intelligent Media and Speech,PKU-HKUST Shenzhen Hong Kong Institution,Shenzhen,China
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GB/T 7714
Shao, Ling,Gao, Ruoyun,Liu, Yanet al. Transform based spatio-temporal descriptors for human action recognition[J]. Neurocomputing, 2011, 74(6): 962-973.
APA Shao, Ling, Gao, Ruoyun, Liu, Yan, & Zhang, Hui. (2011). Transform based spatio-temporal descriptors for human action recognition. Neurocomputing, 74(6), 962-973.
MLA Shao, Ling,et al."Transform based spatio-temporal descriptors for human action recognition". Neurocomputing 74.6(2011): 962-973.
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