• DocumentCode
    3079336
  • Title

    2D phase-based matching in uncalibrated images

  • Author

    Xu, Yi ; Zhou, Jun ; Zhai, Guangtao

  • Author_Institution
    Inst. of Image Commun. & Inf. Process., Shanghai Jiao Tong Univ., China
  • fYear
    2005
  • fDate
    2-4 Nov. 2005
  • Firstpage
    325
  • Lastpage
    330
  • Abstract
    A novel 2D phase-based matching approach is proposed to resolve the general stereo image matching problem. It is different from the current uncalibrated matching techniques, most of which obtain 2D dense disparity map after the epipolar geometry has been recovered. In this paper, the disparity is directly estimated by simply establishing correspondences between quaternionic phase structures of two QWF (quaternion wavelet filtered) images. Real and short-length biorthogonal wavelet bases are exploited to build linear-phase quaternion wavelet filters (LPQWFs). Once phases are extracted from the QWF image pair, the disparity estimation is formed as a minimization process of a cost function, which is formulated as a similarity measure for comparing quaternion wavelet phases. With regard to the mismatches near phase singularities, phase stability constraints are imposed on cost aggregation stage. And multi-scale matching strategy is introduced to avoid phase wrapping problem and improve convergence speed. The experimental results are encouraging in various image pairs.
  • Keywords
    filtering theory; image matching; minimisation; stereo image processing; wavelet transforms; 2D dense disparity map; 2D phase-based matching; cost aggregation stage; cost function; disparity estimation; epipolar geometry; linear-phase quaternion wavelet filters; minimization process; multiscale matching strategy; phase stability constraints; phase wrapping problem; quaternion wavelet filtered images; stereo image matching problem; Cost function; Filters; Geometry; Image matching; Image resolution; Phase estimation; Phase measurement; Quaternions; Stability; Wrapping;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Signal Processing Systems Design and Implementation, 2005. IEEE Workshop on
  • ISSN
    1520-6130
  • Print_ISBN
    0-7803-9333-3
  • Type

    conf

  • DOI
    10.1109/SIPS.2005.1579887
  • Filename
    1579887