LF-EME: Local features with elastic manifold embedding for human action recognition

Authors:
Xiaoyu Deng;Xiao Liu;Mingli Song;Jun Cheng;Jiajun Bu;Chun Chen
Affiliations:
Zhejiang Provincial Key Laboratory of Service Robot, College of Computer Science and Technology, Zhejiang University, Hangzhou, PR China;Zhejiang Provincial Key Laboratory of Service Robot, College of Computer Science and Technology, Zhejiang University, Hangzhou, PR China;Zhejiang Provincial Key Laboratory of Service Robot, College of Computer Science and Technology, Zhejiang University, Hangzhou, PR China;Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences, Shenzhen, PR China and The Chinese University of Hong Kong, Shatin, Hong Kong, PR China;Zhejiang Provincial Key Laboratory of Service Robot, College of Computer Science and Technology, Zhejiang University, Hangzhou, PR China;Zhejiang Provincial Key Laboratory of Service Robot, College of Computer Science and Technology, Zhejiang University, Hangzhou, PR China
Venue:
Neurocomputing
Year:
2013

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Abstract

Human action recognition has been an active topic in computer vision. Currently, most of the approaches to this problem can be categorized into two classes. One is based on local features, and the other is based on global features. Meanwhile, manifold learning has become successful in many problems in computer vision, but because of the high variability of human body, the application of manifold learning to human action recognition is limited. We propose a framework based on Elastic Manifold Embedding (EME), a new sparse manifold learning algorithm, together with local interest point features to handle human action recognition. The result of the new framework is very promising in comparison with state-of-the-art methods.