We study the problem of analyzing and classifying frontal view human gait data by registration and modeling on a video data. In this study, we suppose that frontal view gait data as a mixing of scale changing, human movements and speed changing parameter. Our gait model is based on human gait structure and temporal-spatial relations between camera and subject. To demonstrate the effectiveness of our method, we conducted two sets of experiments, assessing the proposed method in gait analysis for young/elderly person and abnormal gait detecting. In abnormal gait detecting experiment, we apply K-NN classifier, using the estimated parameters, to perform normal/abnormal gait detect, and present results from an experiment involving 120 subjects (young person), and 60 subjects (elderly person). As a result, our method shows high detection rate.


    Zugriff

    Zugriff prüfen

    Verfügbarkeit in meiner Bibliothek prüfen

    Bestellung bei Subito €


    Exportieren, teilen und zitieren



    Titel :

    Human Gait Modeling and Statistical Registration for the Frontal View Gait Data with Application to the Normal/Abnormal Gait Analysis


    Weitere Titelangaben:

    Lect. Notes Electrical Eng.


    Beteiligte:
    Kim, Haeng Kon (Herausgeber:in) / Ao, Sio-Iong (Herausgeber:in) / Amouzegar, Mahyar A. (Herausgeber:in) / Rieger, Burghard B. (Herausgeber:in) / Okusa, Kosuke (Autor:in) / Kamakura, Toshinari (Autor:in)


    Erscheinungsdatum :

    2013-09-12


    Format / Umfang :

    15 pages





    Medientyp :

    Aufsatz/Kapitel (Buch)


    Format :

    Elektronische Ressource


    Sprache :

    Englisch




    Human gait modeling and gait analysis based on Kinect

    Sun, Baiqing / Liu, Xiaogang / Wu, Xuetang et al. | IEEE | 2014


    Automatic detection of abnormal gait

    Bauckhage, C. / Tsotsos, J. K. / Bunn, F. E. | British Library Online Contents | 2009


    Frontal Plane Gait Analysis using Pose Estimation Models

    Tony Hii, Chang Soon / Beng Gan, Kok / You, Huay Woon et al. | IEEE | 2023


    Minisun IDEEA Life Gait for Gait Analysis

    Singh, Avanish Kumar / Sivakumaran, N. / Kumaravel, S. | Springer Verlag | 2021


    Gait Analysis

    Singh, Rajat Emanuel | Springer Verlag | 2024