Human Motion Retrieval with Symbolic Aggregate approXimation

被引:0
|
作者
Xiao, Qinkun [1 ]
Luo, Yichuang [1 ]
Gao, Song [1 ]
机构
[1] Xian Technol Univ, Dept Elect Engn, Xian 710032, Peoples R China
来源
PROCEEDINGS OF THE 2012 24TH CHINESE CONTROL AND DECISION CONFERENCE (CCDC) | 2012年
关键词
Motion Capture; Self-organizing Map; Symbolic Aggregate approXimation; Hierarchical Clustering; Retrieval;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Motion capture data exhibits its complexity both spatially and temporally, which makes it a hard work to measure the similarities between human motions. We propose a motion data indexing and retrieval method based on self-organizing map and symbolic aggregate approximation. And the hierarchical clustering method is implemented, which can discover the relationships between different motion types by a binary tree structure. Then the motion motifs of each cluster are extracted for the retrieval of example-based query. The experiment results show the performance of our approach.
引用
收藏
页码:3632 / 3636
页数:5
相关论文
共 50 条
  • [31] Spatial temporal pyramid matching using temporal sparse representation for human motion retrieval
    Liuyang Zhou
    Zhiwu Lu
    Howard Leung
    Lifeng Shang
    The Visual Computer, 2014, 30 : 845 - 854
  • [32] Indexing and Retrieval of Human Motion Data Based on a Growing Self-Organizing Map
    Yu, Da-Cheng
    Teng, Wei-Guang
    2014 INTERNATIONAL CONFERENCE ON DATA SCIENCE AND ADVANCED ANALYTICS (DSAA), 2014, : 66 - 71
  • [33] Indexing 3-D Human Motion Repositories for Content-Based Retrieval
    Pradhan, Gaurav N.
    Prabhakaran, Balakrishnan
    IEEE TRANSACTIONS ON INFORMATION TECHNOLOGY IN BIOMEDICINE, 2009, 13 (05): : 802 - 809
  • [34] Spatial temporal pyramid matching using temporal sparse representation for human motion retrieval
    Zhou, Liuyang
    Lu, Zhiwu
    Leung, Howard
    Shang, Lifeng
    VISUAL COMPUTER, 2014, 30 (6-8): : 845 - 854
  • [35] Hybrid Hierarchical Clustering - Piecewise Aggregate Approximation, with Applications
    Zhang, Yu
    Gallimore, Michael
    Bingham, Chris
    Chen, Jun
    Xu, Yong
    INTERNATIONAL JOURNAL OF COMPUTATIONAL INTELLIGENCE AND APPLICATIONS, 2016, 15 (04)
  • [36] 3D motion retrieval with motion index tree
    Liu, F
    Zhuang, YT
    Wu, F
    Pan, YH
    COMPUTER VISION AND IMAGE UNDERSTANDING, 2003, 92 (2-3) : 265 - 284
  • [37] Automated human motion segmentation via motion regularities
    Rongyi Lan
    Huaijiang Sun
    The Visual Computer, 2015, 31 : 35 - 53
  • [38] Automated human motion segmentation via motion regularities
    Lan, Rongyi
    Sun, Huaijiang
    VISUAL COMPUTER, 2015, 31 (01): : 35 - 53
  • [39] Motion retrieval based on temporal-spatial features by decision tree
    Xiang, Jian
    Zhu, HongLi
    DIGITAL HUMAN MODELING, 2007, 4561 : 224 - 233
  • [40] A Survey on Motion Capture Data Retrieval
    Lv, Na
    Huang, Yan
    Feng, Zhiquan
    Peng, Jingliang
    MECHATRONICS ENGINEERING, COMPUTING AND INFORMATION TECHNOLOGY, 2014, 556-562 : 2944 - +