• DocumentCode
    2598306
  • Title

    An energy minimization approach to 3D non-rigid deformable surface estimation using RGBD data

  • Author

    Willimon, Bryan ; Hickson, Steven ; Walker, Ian ; Birchfield, Stan

  • Author_Institution
    Dept. of Electr. & Comput. Eng., Clemson Univ., Clemson, SC, USA
  • fYear
    2012
  • fDate
    7-12 Oct. 2012
  • Firstpage
    2711
  • Lastpage
    2717
  • Abstract
    We propose an algorithm that uses energy minimization to estimate the current configuration of a non-rigid object. Our approach utilizes an RGBD image to calculate corresponding SURF features, depth, and boundary information. We do not use predetermined features, thus enabling our system to operate on unmodified objects. Our approach relies on a 3D nonlinear energy minimization framework to solve for the configuration using a semi-implicit scheme. Results show various scenarios of dynamic posters and shirts in different configurations to illustrate the performance of the method. In particular, we show that our method is able to estimate the configuration of a textureless nonrigid object with no correspondences available.
  • Keywords
    computational geometry; feature extraction; image colour analysis; mesh generation; robot vision; 3D nonlinear energy minimization framework; 3D nonrigid deformable surface estimation; 3D triangulated mesh; RGBD data; RGBD image; SURF boundary information; SURF depth; SURF features; domestic robotics; semi implicit scheme; textureless nonrigid object; Clothing; Equations; Estimation; Minimization; Robot kinematics; Vectors;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Intelligent Robots and Systems (IROS), 2012 IEEE/RSJ International Conference on
  • Conference_Location
    Vilamoura
  • ISSN
    2153-0858
  • Print_ISBN
    978-1-4673-1737-5
  • Type

    conf

  • DOI
    10.1109/IROS.2012.6386213
  • Filename
    6386213