Title :
Multiwindowed approach to the optimum estimation of the local fractal dimension for natural image segmentation
Author :
Novianto, S. ; Guimarães, L. ; Suzuki, Y. ; Maeda, J. ; Anh, V.V.
Author_Institution :
Dept. of Comput. Sci. & Syst. Eng., Muroran Inst. of Technol., Japan
Abstract :
We propose a multiwindowed approach to the estimation of a local fractal-dimension map as an image feature for a natural image segmentation. The fractal dimension is estimated by the blanket method by using the optimum number of blankets. The local fractal-dimension map is created for a natural image using several sizes of windows which are selected by fuzzy set theory. We also propose an image segmentation algorithm that combines a rough and an accurate segmentation by integrating different features into the region growing algorithm. The effectiveness of the multiwindowed approach and the proposed segmentation algorithm are confirmed through computer simulations
Keywords :
fractals; fuzzy set theory; image segmentation; image texture; natural scenes; blanket method; computer simulations; fuzzy set theory; local fractal dimension; local fractal-dimension map; multiwindowed approach; natural image segmentation; optimum estimation; region growing algorithm; Computer science; Computer simulation; Fractals; Fuzzy set theory; Image recognition; Image segmentation; Pixel; Rough surfaces; Surface roughness; Surface texture;
Conference_Titel :
Image Processing, 1999. ICIP 99. Proceedings. 1999 International Conference on
Conference_Location :
Kobe
Print_ISBN :
0-7803-5467-2
DOI :
10.1109/ICIP.1999.817105