Curve Parameterization by Moments

被引:2
|
作者
Popovici, Irina [1 ]
Withers, William Douglas [1 ]
机构
[1] USN Acad, Dept Math, Annapolis, MD 21402 USA
关键词
Circle detection; ellipse detection; conic location; conic detection; conic parameterization; moments; HOUGH TRANSFORM;
D O I
10.1109/TPAMI.2008.54
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
We present a method for deriving a parametric description of a conic section (quadratic curve) in an image from the moments of the image with respect to several specially constructed kernel functions. In contrast to Hough-transform-type methods, the moment approach requires no large accumulator array. Judicious implementation allows the parameters to be determined using five multiplication operations and six addition operations per pixel. The use of moments renders the calculation robust in the presence of high-frequency noise or texture and resistant to small-scale irregularities in the edge. Our method is generalizable to more complex classes of curves with more parameters and to surfaces in higher dimensions.
引用
收藏
页码:15 / 26
页数:12
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