Title :
A dynamical system approach to texel identification in regular textures
Author :
Grigorescu, S.E. ; Petkov, N.
Author_Institution :
Inst. of Mathematics & Comput. Sci., Groningen Univ., Netherlands
Abstract :
We propose a texture analysis method based on Renyi´s entropies. The method aims at identifying texels in regular textures by searching for the smallest window through which the minimum number of different visual patterns is observed when moving the window over a given texture. The experimental results show that any of Renyi´s entropies can be used for texel identification. However, the second order entropy, due to its robust estimation, is the most reliable. The main advantages of the proposed method are its robustness and its flexibility. We illustrate the usefulness and the effectiveness of the method in a texture synthesis application and we compare it with other structural approaches.
Keywords :
entropy; image texture; Renyis entropies; second order entropy; texel identification; texture analysis; Autocorrelation; Clouds; Entropy; Image analysis; Image coding; Image texture analysis; Layout; Mathematics; Robustness; Surface texture;
Conference_Titel :
Image and Signal Processing and Analysis, 2003. ISPA 2003. Proceedings of the 3rd International Symposium on
Print_ISBN :
953-184-061-X
DOI :
10.1109/ISPA.2003.1296869