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
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