Title :
An annular region based clustering method of color image segmentation based on 2-D cloud model and its application in vision system of biomimetic robot fish
Author :
Li Zonggang ; Wang Yinjie ; Gao Pu
Author_Institution :
Sch. of Mechatron. Eng., Lanzhou Jiaotong Univ., Lanzhou, China
Abstract :
In order to solve uncertainties of surface wave, surface reflection and changes of environmental illumination in image processing, this paper proposes a color image segmentation algorithm based on annular region segmentation model and 2-D cloud model. Firstly, according to the morphological feature of objective, an annular region segmentation model is presented by lots of experimental results. Secondly, 2-D cloud models are introduced to describe the color information of every region, and then they are taken as centers of clustering segmentation. Finally, memberships of every pixel are calculated through the expectation curve formula of each 2-D cloud model, by which color image clustering analysis is performed combined with employing maximum likelihood principle. The proposed algorithm has no over-segmentation or lack-segmentation phenomenon, meanwhile, the segmentation results are consistent with the eyes´ perception. Thus, it is ideal. The experimental results have illustrated that such an algorithm can segment the objective accurately and is robust to the uncertainties of environmental illumination.
Keywords :
image colour analysis; image segmentation; maximum likelihood estimation; mobile robots; pattern clustering; robot vision; underwater vehicles; 2D cloud model; annular region based clustering method; biomimetic robot fish; color image segmentation; environmental illumination; expectation curve formula; lack segmentation phenomenon; maximum likelihood principle; over segmentation phenomenon; surface reflection; surface wave uncertainties; vision system; Analytical models; Biological system modeling; Clustering algorithms; Color; Image segmentation; Lighting; Surface waves; Annular Region Segmentation; Biomimetic Robot Fish; Cloud Model; Clustering Analysis; Color Image Segmentation;
Conference_Titel :
Control Conference (CCC), 2011 30th Chinese
Conference_Location :
Yantai
Print_ISBN :
978-1-4577-0677-6
Electronic_ISBN :
1934-1768