DocumentCode :
2926610
Title :
The polynomial phase difference operator for parametric modeling of 2-D nonhomogeneous signals
Author :
Friedlander, Benjamin ; Francos, Joseph M.
Author_Institution :
Dept. of Electr. & Comput. Eng., California Univ., Davis, CA, USA
fYear :
1995
fDate :
17-22 Sep 1995
Firstpage :
364
Abstract :
A fundamental problem in two-dimensional signal processing is the modeling and analysis of nonhomogeneous two-dimensional (2-D) signals. For example, in almost any image taken by a camera, perspective exists, and hence the acquired 2-D signal is nonhomogeneous, even if the original scene was homogeneous. Conventional approaches to the problems of perspective and camera orientation estimation usually involve local analysis of the image, by means of edge detection algorithms. Parametric models, when used in image processing, generally assume the observed image to be homogeneous, or piecewise homogeneous. We consider a parametric model which is nonhomogeneous, and attempts to perform global (or at least, less localized) image analysis. We study a model consisting of a sine (or cosine) of a polynomial function of the image coordinates. For practical reasons it is more convenient to work with a complex valued model in which the sinusoidal function is replaced by a complex exponential. In applications where the 2-D signal is real, it can be converted subject to some restrictive conditions, into complex form through the Hilbert transform. We consider 2-D signals which can be represented by a constant amplitude complex exponential whose phase is a polynomial function of the coordinates
Keywords :
Hilbert transforms; edge detection; image representation; parameter estimation; polynomials; 2D nonhomogeneous signals; 2D signal analysis; 2D signal modeling; Hilbert transform; camera orientation estimation; complex valued model; constant amplitude complex exponential; coordinates; edge detection algorithms; global image analysis; image processing; local analysis; parametric modeling; perspective; polynomial function; polynomial phase difference operator; signal representation; sinusoidal function; two-dimensional signal processing; Algorithm design and analysis; Cameras; Image analysis; Image edge detection; Layout; Parametric statistics; Polynomials; Signal analysis; Signal processing; Two dimensional displays;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Information Theory, 1995. Proceedings., 1995 IEEE International Symposium on
Conference_Location :
Whistler, BC
Print_ISBN :
0-7803-2453-6
Type :
conf
DOI :
10.1109/ISIT.1995.550351
Filename :
550351
Link To Document :
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