Individual Recognition from Gait Using Feature Value Method

被引：10
|
作者：
Zhang, Tianxiang [1 ]
Venture, Gentiane [1 ]
机构：
[1] Tokyo Univ Agr & Technol, Dept Mech Syst Engn, Tokyo, Japan
来源：
CYBERNETICS AND INFORMATION TECHNOLOGIES | 2012年 / 12卷 / 03期
关键词：
Gait; Recognition; PCA; Feature vector; Exclusion method;
D O I：
10.2478/cait-2012-0024
中图分类号：
TP [自动化技术、计算机技术];
学科分类号：
0812 ;
摘要：
We propose a novel framework to recognize individuals from gait, in order to improve HRI. We collected the motion data of the torso from 13 persons' gait, using 2 IMU sensors. We developed Feature Value Method which is a PCA based classifier and we achieved an average individual recognition rate of 94% through cross-validation.
引用
收藏
页码：86 / 95
页数：10
相关论文
共 50 条
  • [21] GAIT RECOGNITION USING DYNAMIC GAIT ENERGY AND PCA plus LPP METHOD
    Zhang, Er-Hu
    Ma, Hua-Bing
    Lu, Ji-Wen
    Chen, Ya-Jun
    PROCEEDINGS OF 2009 INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND CYBERNETICS, VOLS 1-6, 2009, : 50 - +
  • [22] An Improved Feature Extraction Method for Individual Offline Handwritten Digit Recognition
    Wang Qinghui
    Yang Aiping
    Dai Wenzhan
    2010 8TH WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION (WCICA), 2010, : 6327 - 6330
  • [23] An Automatic Gait Feature Extraction Method for Identifying Gait Asymmetry Using Wearable Sensors
    Anwary, Arif Reza
    Yu, Hongnian
    Vassallo, Michael
    SENSORS, 2018, 18 (02):
  • [24] DeformGait: Gait Recognition under Posture Changes using Deformation Patterns between Gait Feature Pairs
    Xu, Chi
    Adachi, Daisuke
    Makihara, Yasushi
    Yagi, Yasushi
    Lu, Jianfeng
    IEEE/IAPR INTERNATIONAL JOINT CONFERENCE ON BIOMETRICS (IJCB 2020), 2020,
  • [25] Gait recognition using acceleration from MEMS
    Gafurov, Davrondzhon
    Helkala, Kirsi
    Sondrol, Torkjel
    FIRST INTERNATIONAL CONFERENCE ON AVAILABILITY, RELIABILITY AND SECURITY, PROCEEDINGS, 2006, : 432 - +
  • [26] EM-Gait: Gait recognition using motion excitation and feature embedding self-attention
    Wang, Zhengyou
    Du, Chengyu
    Zhang, Yunpeng
    Bai, Jing
    Zhuang, Shanna
    JOURNAL OF VISUAL COMMUNICATION AND IMAGE REPRESENTATION, 2024, 103
  • [27] Feature Learning for Accelerometer based Gait Recognition
    Nemes, Szilard
    Antal, Margit
    IEEE 15TH INTERNATIONAL SYMPOSIUM ON APPLIED COMPUTATIONAL INTELLIGENCE AND INFORMATICS (SACI 2021), 2021, : 479 - 484
  • [28] Review on pedestrian gait feature expression and recognition
    Ben, Xian-Ye
    Xu, Sen
    Wang, Ke-Jun
    Moshi Shibie yu Rengong Zhineng/Pattern Recognition and Artificial Intelligence, 2012, 25 (01): : 71 - 81
  • [29] Biologically inspired feature manifold for gait recognition
    Mu, Yang
    Tao, Dacheng
    NEUROCOMPUTING, 2010, 73 (4-6) : 895 - 902
  • [30] FEATURE EXTRACTION FOR PERSON GAIT RECOGNITION APPLICATIONS
    Ramakic, Adnan
    Bundalo, Zlatko
    Vidovic, Zeljko
    FACTA UNIVERSITATIS-SERIES ELECTRONICS AND ENERGETICS, 2021, 34 (04) : 557 - 567
12345