Title :
Training two dimensional cellular automata for some morphological operations
Author :
Shukla, Anand Prakash ; Agarwal, Sankalp
Author_Institution :
Dept. of Comput. Sci. & Eng., Krishna Inst. of Eng. & Technol., Ghaziabad, India
Abstract :
Cellular Automata is significantly applying to image processing operations. This paper describes the application of cellular automata (CA) to various morphological operations such as thinning and thickening of binary images. The description about the use of training of cellular automata for thinning and thickening of binary images is illustrated by this paper. The selection of the best rule set from large search space has been performed on the basis of sequential floating forward search method. The misclassification error between the images obtained by the standard function and the one obtained by cellular automata rule is used as the objective function. The proposed method is also compared with some standard methods.
Keywords :
cellular automata; image classification; image thinning; search problems; best rule set selection; binary image thickening; binary image thinning; cellular automata rule; image processing operations; misclassification error; search space; sequential floating forward search method; some morphological operations; two dimensional cellular automata; Automata; Computational intelligence; Image processing; Learning automata; Linear programming; Standards; Training;
Conference_Titel :
Computational Intelligence on Power, Energy and Controls with their impact on Humanity (CIPECH), 2014 Innovative Applications of
Conference_Location :
Ghaziabad
DOI :
10.1109/CIPECH.2014.7019114