Title :
Hierarchical description of two dimensional shapes using a genetic algorithm
Author :
Lee, Peisuei ; Nagao, Tomoharu
Author_Institution :
Comput. Graphics Course, Nippon Electron. Coll., Tokyo, Japan
fDate :
29 Nov-1 Dec 1995
Abstract :
A description method for arbitrary two dimensional shapes is proposed in this paper. When a 2D shape is given as a silhouette, its structure is automatically approximated by the use of a set of rectangles by the proposed method. Sizes, positions and rotational angles of the rectangles which approximate adequately the given 2D shape are searched by a genetic algorithm; GA. In our coding of GA, a chromosome of each individual is a bit string corresponding to parameter sets of several rectangles. Through a generation iteration, accuracy of approximation of the given 2D shape is improved. The total number of rectangles to be used for description is assumed to be given before shape description. By changing the total number of rectangles, hierarchical description of given 2D shapes is achieved. This method can be applied to shape description and object recognition in the field of computer vision and to abstraction of 2D shapes in the field of artistic applications by the use of computers
Keywords :
computational geometry; computer graphics; computer vision; genetic algorithms; object recognition; 2D shape abstraction; approximation accuracy; arbitrary two dimensional shapes; artistic applications; automatic structure approximation; bit string; chromosome; coding; computer vision; computers; generation iteration; genetic algorithm; hierarchical description; object recognition; parameter sets; rectangle positions; rectangle rotational angles; rectangle sizes; rectangles; shape description; silhouette; Art; Biological cells; Computer graphics; Computer vision; Educational institutions; Genetic algorithms; Genetic engineering; Laboratories; Object recognition; Shape;
Conference_Titel :
Evolutionary Computation, 1995., IEEE International Conference on
Conference_Location :
Perth, WA
Print_ISBN :
0-7803-2759-4
DOI :
10.1109/ICEC.1995.487458