Title :
Grayscale digital halftoning using BPSO-GA combined optimization technique
Author :
Chatterjee, Arpitam ; Paul, Kanai Ch ; Tudu, Bipan
Author_Institution :
Dept. of Printing Eng., Jadavpur Univ., Kolkata, India
Abstract :
Grayscale digital halftoning is employed to display multilevel images with bi-level displays e.g. printers, LCD displays, etc. Considering 0 and 1 as black and white, respectively, this can be presented as a binary pattern generation task. This paper presents a combination of binary particle swarm optimization (BPSO) and genetic algorithm (GA) optimization and its application to grayscale digital halftoning. The search dynamics of BPSO have been employed to find best solutions in respect to the individual optimization parameters. The crossover and mutation operations of GA have been performed between the best solutions found by BPSO to obtain the optimized solutions. The optimization has been performed with the test images and the results have been presented pictorially. Objective evaluations have also been performed on the resulted images and compared with the halftones generated using state-of-art techniques.
Keywords :
computer displays; genetic algorithms; image processing; particle swarm optimisation; BPSO-GA combined optimization technique; bilevel display; binary particle swarm optimization; binary pattern generation task; genetic algorithm optimization; grayscale digital halftoning; individual optimization parameter; multilevel images display; Cost function; Equations; Genetic algorithms; Gray-scale; Information processing; Mathematical model; Digital halftoning; binary particle swarm optimization; combined optimization technique; genetic algorithm; visual cost function;
Conference_Titel :
Image Information Processing (ICIIP), 2011 International Conference on
Conference_Location :
Himachal Pradesh
Print_ISBN :
978-1-61284-859-4
DOI :
10.1109/ICIIP.2011.6108847