Context based gait recognition

被引:1
|
作者
Bazazian, Shermin [1 ]
Gavrilova, Marina [1 ]
机构
[1] Univ Calgary, Dept Comp Sci, Calgary, AB T2N 1N4, Canada
关键词
Biometrics; gait recognition; information fusion; context-based model; behavioral patterns; MOTION; IMAGE;
D O I
10.1117/12.921449
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Gait recognition has recently become a popular topic in the field of biometrics. However, the main hurdle is the insufficient recognition rate in the presence of low quality samples. The main focus of this paper is to investigate how the performance of a gait recognition system can be improved using additional information about behavioral patterns of users and the context in which samples have been taken. The obtained results show combining the context information with biometric data improves the performance of the system at a very low cost. The amount of improvement depends on the distinctiveness of the behavioral patterns and the quality of the gait samples. Using the appropriate distinctive behavioral models it is possible to achieve a 100% recognition rate.
引用
收藏
页数:6
相关论文
共 50 条
  • [31] Gait recognition by moment based descriptors
    Foster, JP
    Nixon, MS
    Prugel-Bennet, A
    APPLICATIONS AND SCIENCE IN SOFT COMPUTING, 2004, : 331 - 338
  • [32] Gait recognition based on the golden ratio
    Yaling Liang
    Chang-Tsun Li
    Yu Guan
    Yongjian Hu
    EURASIP Journal on Image and Video Processing, 2016
  • [33] Gait Recognition Based on MEMS Accelerometer
    Liu Yan
    Li Yue-e
    Hou Jian
    2010 IEEE 10TH INTERNATIONAL CONFERENCE ON SIGNAL PROCESSING PROCEEDINGS (ICSP2010), VOLS I-III, 2010, : 1679 - 1681
  • [34] Gait Recognition Based on Outermost Contour
    Liu, Lili
    Yin, Yilong
    Qin, Wei
    ROUGH SET AND KNOWLEDGE TECHNOLOGY (RSKT), 2010, 6401 : 395 - 402
  • [35] IMAGE BASED HUMAN GAIT RECOGNITION
    Sharmila, D.
    Kirubakaran, E.
    PROCEEDINGS OF THE 2009 INTERNATIONAL CONFERENCE ON SOFTWARE TECHNOLOGY AND ENGINEERING, 2009, : 271 - +
  • [36] Gait recognition based on KDA and SVM
    School of Mechanical Engineering, Shenyang Ligong University, Shenyang, China
    不详
    Proc. - IEEE Jt. Int. Inf. Technol. Artif. Intell. Conf., ITAIC, (160-163):
  • [37] Gait Recognition Based On the Feature Fusion
    Zhu Jinghong
    Fang Shuai
    Fang Jie
    Wang Yong
    CCDC 2009: 21ST CHINESE CONTROL AND DECISION CONFERENCE, VOLS 1-6, PROCEEDINGS, 2009, : 5449 - 5452
  • [38] Human Gait Recognition Based on Compactness
    Chen, Feng
    Jiang, Jie
    Zhang, Guangjun
    SEVENTH INTERNATIONAL SYMPOSIUM ON INSTRUMENTATION AND CONTROL TECHNOLOGY: SENSORS AND INSTRUMENTS, COMPUTER SIMULATION, AND ARTIFICIAL INTELLIGENCE, 2008, 7127
  • [39] Automatic gait recognition based on SVM
    Ma Ying
    Li Bo
    Tang Yuan
    Wang Zhu
    PROCEEDINGS OF THE INTERNATIONAL CONFERENCE INFORMATION COMPUTING AND AUTOMATION, VOLS 1-3, 2008, : 496 - +
  • [40] Human Recognition Based on Gait Poses
    Martin-Felez, Raul
    Mollineda, Ramon A.
    Salvador Sanchez, J.
    PATTERN RECOGNITION AND IMAGE ANALYSIS: 5TH IBERIAN CONFERENCE, IBPRIA 2011, 2011, 6669 : 347 - 354