DocumentCode :
590219
Title :
A comparative study for Image Enhancement using soft computing models
Author :
Quraishi, Md Iqbal ; Choudhury, J.P. ; De, M. ; Das, Goutam ; Bhattacharjee, Arup
Author_Institution :
Dept. of Inf. Technol., Kalyani Gov., Kalyani, India
fYear :
2012
fDate :
Oct. 30 2012-Nov. 2 2012
Firstpage :
697
Lastpage :
602
Abstract :
Our paper is based on the glimpse of comparative analysis of Image Enhancement techniques via different soft computing techniques, i.e Differential Evolution, Harmony Search, Bacterial Foraging Optimization and a hybrid Particle Swarm Adapted Bacterial Forgaing Optimization algorithm. Particle Swarm Adapted Bacterial Foraging (PS-BFO) is a new algorithm that has shown superior results in proportional integral derivative controller tuning application. In order to examine the global search capability of PS-BFO, we evaluate the performance of BFOA and PS-BFO on 23 numerical benchmark functions. In PS-BFO, the search directions of tumble behavior for each bacterium are oriented by the individual´s best location and the global best location. The experimental results show that PS-BFO performs much better than BFOA for almost all test functions. That´s approved that the PSO oriented BFO by strategy improve its global optimization capability. Results are compared with other recognition techniques like Differential Evolution, Harmony Search algorithm based image enhancement.
Keywords :
evolutionary computation; image enhancement; particle swarm optimisation; search problems; three-term control; BFOA; PS-BFO; differential evolution; global search capability; harmony search; hybrid particle swarm adapted bacterial foraging optimization algorithm; image enhancement; proportional integral derivative controller tuning application; soft computing models; Communications technology; Decision support systems; Image quality; Mean square error methods; Measurement uncertainty; PSNR; Q measurement; PS-BFO; bacterial foraging; differential evolution; harmony search; image enhancement;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Information and Communication Technologies (WICT), 2012 World Congress on
Conference_Location :
Trivandrum
Print_ISBN :
978-1-4673-4806-5
Type :
conf
DOI :
10.1109/WICT.2012.6409165
Filename :
6409165
Link To Document :
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