• DocumentCode
    259463
  • Title

    A Visual Evaluation Framework for In-Home Physical Rehabilitation

  • Author

    Khan, Naimul Mefraz ; Lin, Stephen ; Ling Guan ; Baining Guo

  • Author_Institution
    Dept. of Electr. & Comput. Eng., Ryerson Univ., Toronto, ON, Canada
  • fYear
    2014
  • fDate
    10-12 Dec. 2014
  • Firstpage
    237
  • Lastpage
    240
  • Abstract
    We propose a novel method for in-home physical rehabilitation, where a user can visually evaluate his/her performance compared to that of an expert. Normalized joint coordinates extracted from the Kinect skeleton are used as features. A novel Incremental Dynamic Time Warping (IDTW) algorithm is used to align the user and expert sequences. IDTW extends the classic DTW by providing accurate comparison between incomplete (the user´s) and complete (the expert´s) sequences while significantly reducing the computational time. Instead of providing a single measurement, the proposed method maps the IDTW measurements to a color-coded skeleton frame. Different colors on the limbs provide the user with an easy-to-interpret evaluation of how he or she is performing. Preliminary analysis involving different users and exercises and comparisons against the classic DTW algorithm show the effectiveness of the proposed method.
  • Keywords
    image colour analysis; image sequences; medical image processing; patient rehabilitation; IDTW algorithm; Kinect skeleton; color-coded skeleton frame; expert sequences; in-home physical rehabilitation; incremental dynamic time warping algorithm; normalized joint coordinates; single measurement; user sequences; visual evaluation framework; Color; Heuristic algorithms; Hip; Joints; Real-time systems; Visualization; DTW; Kinect; Physical Rehabilitation; Time Series;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Multimedia (ISM), 2014 IEEE International Symposium on
  • Conference_Location
    Taichung
  • Print_ISBN
    978-1-4799-4312-8
  • Type

    conf

  • DOI
    10.1109/ISM.2014.21
  • Filename
    7033026