Title :
Edge detection through the use of a combined genetic algorithm-linear technique approach
Author :
Donovan, Timothy P. ; Passos, Nelson L.
Author_Institution :
Dept. of Comput. Sci., Midwestern State Univ., Wichita Falls, TX, USA
Abstract :
Image enhancement applications are highly dependent on the efficiency of edge detection techniques. This paper presents a new method, which combines the random search mechanisms of genetic algorithms with linear time methods. The GA establishes candidate areas as edge containers. Such areas are then investigated by using near-neighbor linear techniques for edge identification and detection. The resulting edge detection process approaches linear time complexity as demonstrated in the experiments
Keywords :
computational complexity; edge detection; genetic algorithms; image enhancement; combined genetic algorithm-linear technique approach; edge containers; edge detection; edge identification; image enhancement applications; linear time complexity; linear time methods; near-neighbor linear techniques; random search mechanisms; Computer science; Containers; Electrical capacitance tomography; Genetic algorithms; Image edge detection; Image processing; Inspection; Light sources; Machine vision; Pattern recognition;
Conference_Titel :
Circuits and Systems, 1998. Proceedings. 1998 Midwest Symposium on
Conference_Location :
Notre Dame, IN
Print_ISBN :
0-8186-8914-5
DOI :
10.1109/MWSCAS.1998.759494