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
Link To Document