• DocumentCode
    2767289
  • Title

    Object detection and localization by dynamic template warping

  • Author

    Ratan, Aparna Lakshmi ; Grimson, W.E.L. ; Wells, William M., III

  • Author_Institution
    Artificial Intelligence Lab., MIT, Cambridge, MA, USA
  • fYear
    1998
  • fDate
    23-25 Jun 1998
  • Firstpage
    634
  • Lastpage
    640
  • Abstract
    A simple method is presented for detecting, localizing and recognizing classes of objects, that accommodates wide variation in an object´s pose. The method utilizes a small two-dimensional template that is warped into an image, and converts localization to a one-dimensional sub-problem, with the search for a match between image and template executed by dynamic programming. The method recovers three of the six degrees of freedom of motion (2 translation, 1 rotation), and accommodates two more DOF in the search process (1 rotation, 1 translation), and is extensible to the final DOF. Experiments demonstrate that the method provides an efficient search strategy that outperforms normalized correlation. This is demonstrated in the example domain of face detection and localization, and is extended to more general detection tasks. An additional technique recovers a rough object pose from the match results, and is used in a two stage recognition experiment using maximization of mutual information
  • Keywords
    image matching; object detection; dynamic template warping; image matching; object pose; objects; recognition; search process; template matching; two-dimensional template; Artificial intelligence; Contracts; Dynamic programming; Face detection; Image converters; Image recognition; Lighting; Mutual information; Object detection; Object recognition;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Computer Vision and Pattern Recognition, 1998. Proceedings. 1998 IEEE Computer Society Conference on
  • Conference_Location
    Santa Barbara, CA
  • ISSN
    1063-6919
  • Print_ISBN
    0-8186-8497-6
  • Type

    conf

  • DOI
    10.1109/CVPR.1998.698671
  • Filename
    698671