Accession number:
20133516680983
Title:
Action recognition based on motion representing and reconstructed phase spaces matching of 3D joint positions
Authors:
Zhao,
Yan Tao1 ;
Zhang,
Bo1 ; Zhang,
Xu Guang1; Li,
Xiao Li1; Fu,
Mei Ling1; Feng,
Si Yuan1
Author affiliation:
1
Institute of
Electrical Engineering of YanShan University,
Qinhuangdao, 066004, China
Source title:
Applied Mechanics and Materials
Abbreviated source title:
Appl Mech Mater
Volume:
333-335
Monograph title:
Measurement Technology and Engineering Researches in
Industry
Issue date:
2013
Publication year:
2013
Pages:
675-679
Language:
English
ISSN:
16609336
E-ISSN:
16627482
ISBN-13:
9783037857502
Document type:
Conference article (CA)
Conference name:
2013 2nd International Conference on
Measurement, Instrumentation and Automation, ICMIA 2013
Conference date:
April 23, 2013 - April 24, 2013
Conference location:
Guilin, China
Conference code:
99005
Sponsor:
Korea Maritime University; Hong Kong Industrial Technology
Research Centre; Inha University
Publisher:
Trans Tech Publications Ltd, Kreuzstrasse 10, Zurich-Durnten,
CH-8635, Switzerland
Abstract:
This paper presents an efficient and novel framework for human
action recognition based on representing the motion of human body-joints and the theory
of nonlinear dynamical systems Our work is motivated by
the pictorial structures model and advances in human pose estimation
Intuitively, a collective understanding of human joints movements can lead to a better representation and
understanding of any human action
through quantization in the polar space We use
time-delay embedding on the time series resulting of the evolution of human body-joints variables along time to reconstruct phase portraits Moreover,
we train SVM models for action recognition by comparing the distances between trajectories
of human body-joints variables
within the reconstructed phase
portraits The proposed framework is evaluated on
MSR-Action3D dataset and results compared against several state-of-the-art methods © (2013) Trans Tech Publications,
Switzerland
Number of references:
14
Main heading:
Motion estimation
Controlled terms:
Gesture recognition
- Image recognition
- Nonlinear dynamical systems - Phase space methods - Time delay
Uncontrolled terms:
Human pose estimations - Human-action recognition - Motion representation
- Pictorial structures - Reconstructed phase space - State-of-the-art methods
- SVM model - Time delay embedding
Classification code:
713 Electronic Circuits - 716 Telecommunication; Radar, Radio and
Television - 7161 Information Theory and Signal
Processing - 731 Automatic Control Principles and
Applications - 921 Mathematics
DOI:
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