Title :
Autocorrelation fitting for texture orientation estimation
Author :
Sourice, A. ; Plantier, Guy ; Saumet, Jean-Louis
Author_Institution :
Ecole Superieure d´´Electr. de l´´Ouest, Angers, France
Abstract :
The problem of short-term texture orientation is dealt with in this paper through autocorrelation fitting. Actually, the computation of the estimated autocorrelation sequence from a textured oriented image brings about the apparition of an oriented pattern. This pattern is looked upon, in this work, as a Gaussian curve, the parameters of which give an estimated orientation. Those parameters are estimated by a two-dimensional (2-D) curve fitting on a particular region of the autocorrelation. The determination of this region is done automatically thanks to watersheds. The algorithm is developed for synthetic textured images but appears to be effective when applied to real life oriented images.
Keywords :
AWGN; curve fitting; image sequences; image texture; multidimensional digital filters; multidimensional signal processing; Gaussian curve; autocorrelation sequence; oriented pattern; synthetic textured images; texture orientation estimation; two-dimensional curve fitting; Autocorrelation; Gabor filters; Image coding; Optical filters; Parameter estimation; Performance evaluation; Power measurement; Shape; Spatiotemporal phenomena; Two dimensional displays;
Conference_Titel :
Image Processing, 2003. ICIP 2003. Proceedings. 2003 International Conference on
Print_ISBN :
0-7803-7750-8
DOI :
10.1109/ICIP.2003.1246953