TY - GEN
T1 - Human behavior recognition system based on 3-dimensional clustering methods
AU - Maierdan, Maimaitimin
AU - Watanabe, Keigo
AU - Maeyama, Shoichi
PY - 2013/12/1
Y1 - 2013/12/1
N2 - In this paper, a Hidden Markov Model (HMM) approach is introduced for recognizing human behaviors. Two main points are discussed in this approach: first is the application of HMM to the recognition system of human behaviors, and second is the effectiveness comparison of K-means and fuzzy C-means clustering algorithms. Three sample human behaviors are defined and the corresponded 3D data are collected using the Microsoft Kinect sensor (3D sensor). During these processing, we discuss the difference of k-means and fuzzy c-means clustering algorithms, and also we can see the results impacted by different clustering algorithms, the effectiveness of both clustering methods is shown through demonstrating the performance of our recognition system with HMM.
AB - In this paper, a Hidden Markov Model (HMM) approach is introduced for recognizing human behaviors. Two main points are discussed in this approach: first is the application of HMM to the recognition system of human behaviors, and second is the effectiveness comparison of K-means and fuzzy C-means clustering algorithms. Three sample human behaviors are defined and the corresponded 3D data are collected using the Microsoft Kinect sensor (3D sensor). During these processing, we discuss the difference of k-means and fuzzy c-means clustering algorithms, and also we can see the results impacted by different clustering algorithms, the effectiveness of both clustering methods is shown through demonstrating the performance of our recognition system with HMM.
KW - Fuzzy C-means
KW - Hidden Markov model
KW - Human behavior
KW - K-means
KW - Recognition system
UR - http://www.scopus.com/inward/record.url?scp=84893520553&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=84893520553&partnerID=8YFLogxK
U2 - 10.1109/ICCAS.2013.6704087
DO - 10.1109/ICCAS.2013.6704087
M3 - Conference contribution
AN - SCOPUS:84893520553
SN - 9788993215052
T3 - International Conference on Control, Automation and Systems
SP - 1133
EP - 1137
BT - ICCAS 2013 - 2013 13th International Conference on Control, Automation and Systems
T2 - 2013 13th International Conference on Control, Automation and Systems, ICCAS 2013
Y2 - 20 October 2013 through 23 October 2013
ER -