DocumentCode :
3045518
Title :
An algorithm of asteroid craters detection based on Gradient Vector Flow Snake model
Author :
Zexu, Zhang ; Weidong, Wang ; Pingyuan, Cui
Author_Institution :
Sch. of Astronaut., Harbin Inst. of Technol., Harbin, China
fYear :
2010
fDate :
8-10 June 2010
Firstpage :
545
Lastpage :
549
Abstract :
A method of craters detection based on Gradient Vector Flow (GVF) and Snake model is presented in this paper. Firstly, the original edge map of craters is detected by Canny operator, and the concave boundaries and ruptures are allowed in the edge map. Then, the external force of, which is called GVF, is computed as a diffusion of gradient vectors of the edge map derived from the image in the process of locating craters boundaries by the traditional active snake model. The problem of former poor convergence of concave boundaries can be solved. At last, the original positions of iteration processing of Snake model are judged by dynamic clustering algorithm, which improve the convergence speed. Experiments on real images of asteroid´s surface including single crater and several craters are simulated. Results have shown that GVF-Snake model can locate not only the concave boundaries, but also the serious ruptures of edge image. The boundaries of craters can be detected wholly.
Keywords :
asteroids; astronomical image processing; edge detection; gradient methods; Canny operator; asteroid craters detection; concave boundary; concave rupture; dynamic clustering algorithm; edge map detection; gradient vector flow model; iteration process; snake model; Classification algorithms; Computational modeling; Equations; Image edge detection; Navigation; Pixel; Space vehicles; asteroid exploration; cluster analysis; edge detection; gradient vector flow; snake model;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Systems and Control in Aeronautics and Astronautics (ISSCAA), 2010 3rd International Symposium on
Conference_Location :
Harbin
Print_ISBN :
978-1-4244-6043-4
Electronic_ISBN :
978-1-4244-7505-6
Type :
conf
DOI :
10.1109/ISSCAA.2010.5633355
Filename :
5633355
Link To Document :
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