• DocumentCode
    1088739
  • Title

    Subspace-Based and DIRECT Algorithms for Distorted Circular Contour Estimation

  • Author

    Marot, Julien ; Bourennane, Salah

  • Author_Institution
    Univ. de Saint Jerome, Marseille
  • Volume
    16
  • Issue
    9
  • fYear
    2007
  • Firstpage
    2369
  • Lastpage
    2378
  • Abstract
    Circular features are commonly sought in digital image processing. The subspace-based line detection (SLIDE) method proposed to estimate the center and the radius of a single circle. In this paper, we introduce a novel method for estimating several radii while extending the circle estimation to retrieve circular-like distorted contours. Particularly, we develop and validate a new model for virtual signal generation by simulating a circular antenna. The circle center is estimated by the SLIDE method. A variable speed propagation scheme toward the circular antenna yields a linear phase signal. Therefore, a high-resolution method provides the radius. Either the gradient method or the more robust combination of dividing rectangles and spline interpolation can extend this method for free form object segmentation. The retrieval of multiple non concentric circles and rotated ellipses is also considered. To evaluate the performance of the proposed methods, we compare them with a least-squares method, Hough transform, and gradient vector flow. We apply the proposed method to hand-made images while considering some real-world images.
  • Keywords
    array signal processing; computational geometry; curve fitting; distortion; feature extraction; gradient methods; image retrieval; image segmentation; interpolation; splines (mathematics); DIRECT algorithm; Hough transform; array processing; circular antenna simulation; digital image processing; distorted circular contour feature estimation; free form object segmentation; gradient method; gradient vector flow; least-squares method; linear phase signal; multiple nonconcentric circle retrieval; rotated ellipse retrieval; spline interpolation; subspace-based algorithm; subspace-based line detection method; variable speed propagation scheme; virtual signal generation model; Antennas and propagation; Character recognition; Digital images; Fitting; Gradient methods; Interpolation; Object segmentation; Robustness; Signal generators; Spline; Array processing; circular antenna; contour; image; optimization; Algorithms; Artifacts; Artificial Intelligence; Image Enhancement; Image Interpretation, Computer-Assisted; Pattern Recognition, Automated; Reproducibility of Results; Sensitivity and Specificity;
  • fLanguage
    English
  • Journal_Title
    Image Processing, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1057-7149
  • Type

    jour

  • DOI
    10.1109/TIP.2007.903907
  • Filename
    4286998