Human Activity Recognition Based on R Transform and Fourier Mellin Transform

被引:0
|
作者
Zhu, Pengfei [1 ]
Hu, Weiming [1 ]
Li, Li [1 ]
Wei, Qingdi [1 ]
机构
[1] Chinese Acad Sci, Inst Automat, Beijing, Peoples R China
关键词
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Human activity recognition is attracting a lot of attention in the computer vision domain. In this paper we present a novel human activity recognition method based on transform and Fourier Mellin Transform (FMT). Firstly, we convert the original image sequence to the Radon domain, get the transform curves by transform. Then we extract the Rotation-Scaling-Translation (RST) invariant features by FMT and use to have dimension reduction by PCA method. At the recognition stage, the Earth Mover's Distance (EMD) is used here. In the experiment, we compare our method to other methods. The experimental results show the effectiveness of our method.
引用
收藏
页码:631 / 640
页数:10
相关论文
共 50 条
  • [31] Human Activity Recognition Using Gabor Wavelet Transform and Ridgelet Transform
    Vishwakarma, D. K.
    Rawat, Prachi
    Kapoor, Rajiv
    3RD INTERNATIONAL CONFERENCE ON RECENT TRENDS IN COMPUTING 2015 (ICRTC-2015), 2015, 57 : 630 - 636
  • [32] Human activity recognition based on event histogram and KL transform
    Yin Jianqin
    Tian Guohui
    Wang Xinran
    PROCEEDINGS OF THE 31ST CHINESE CONTROL CONFERENCE, 2012, : 3912 - 3916
  • [33] Medical image registration using Fourier-Mellin transform
    Pan, Meisen
    Jiang, Jianjun
    Zhang, Fen
    Rong, Qiusheng
    Journal of Computational Information Systems, 2015, 11 (03): : 1141 - 1148
  • [34] Geometry-Fitted Fourier-Mellin Transform Pairs
    Crowdy, Darren
    MATHEMATICAL ANALYSIS, PROBABILITY AND APPLICATIONS - PLENARY LECTURES, 2016, 177 : 37 - 53
  • [35] Quasi Fourier-Mellin Transform for Affine Invariant Features
    Yang, Jianwei
    Lu, Zhengda
    Tang, Yuan Yan
    Yuan, Zhou
    Chen, Yunjie
    IEEE TRANSACTIONS ON IMAGE PROCESSING, 2020, 29 (29) : 4114 - 4129
  • [36] Gait Recognition Based on the Fast Fourier Transform and SVM
    Wang, Fei
    Wen, Shiguang
    Wu, Chengdong
    Zhang, Yuzhong
    Wang, Hao
    2011 CHINESE CONTROL AND DECISION CONFERENCE, VOLS 1-6, 2011, : 1091 - +
  • [37] Recognition of piling sound based on fast Fourier transform
    School of Geodesy and Geomatics, Wuhan University, 129 Luoyu Road, Wuhan 430079, China
    Wuhan Daxue Xuebao Xinxi Kexue Ban, 2008, 7 (744-747): : 744 - 747
  • [38] Radar target recognition based on fractional Fourier transform
    Xie, Deguang
    Zhang, Xianda
    Qinghua Daxue Xuebao/Journal of Tsinghua University, 2010, 50 (04): : 485 - 488
  • [39] Range face recognition based on the phase Fourier transform
    Chang, S
    Rioux, M
    Grover, CP
    OPTICS COMMUNICATIONS, 2003, 222 (1-6) : 143 - 153
  • [40] Symmetric phase-matched filtering algorithms based on Fourier-Mellin transform
    Guan, Yunfeng
    Hu, Yong
    Li, Jiegu
    Sun, Zailong
    Hongwai Yu Haomibo Xuebao/Journal of Infrared and Millimeter Waves, 1999, 18 (06): : 465 - 471