ISSN 2394-5125
 

Research Article 


A NOVEL SCHEME FOR DENOISING OF RGB IMAGES USING GENETIC ALGORITHM

Dr. Amit Jain, Dr. Manpreet Singh.

Abstract
Abstract: Image Deblurring is an important image enhancement tool required by both image processing
applications for artists as well as for computer vision systems. Many different techniques for deblurring of a
blurred image have been developed. In this paper, we are presenting a new technique for image deblurring with
the application of optimization algorithm called genetic algorithm. The work uses GA to refine the Kernel
function used for deblurring of Image. The kernel for blurred is image is computed first by using Laplacianof
Gaussian (LoG) filtering and then applying morphological operations to extract the PSF. The PSF or kernel
function thus computed is then used to compute Mean Squared Error when applied to deblur the image. The
resultant MSE is utilized as objective function and is minimized by adjusting the parameters for LoGfilter and
blurring filters in term of chromosomes in Genetic Algorithm. After successful iterations, the MSE is minimized
and best fit kernel function used to deblur the image. Different quantitative performance metrics like MSE,
Coefficient of Correlation and Standard Deviation etc are used to evaluate our work. The result of our technique
is compared with existing blind deblurringalgorithm

Key words: Keywords: Deblurring, Denoising, Image enhancement, Genetic Algorithm


 
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Pubmed Style

Dr. Amit Jain, Dr. Manpreet Singh. A NOVEL SCHEME FOR DENOISING OF RGB IMAGES USING GENETIC ALGORITHM. JCR. 2020; 7(17): 2642-2648. doi:10.31838/jcr.07.17.328


Web Style

Dr. Amit Jain, Dr. Manpreet Singh. A NOVEL SCHEME FOR DENOISING OF RGB IMAGES USING GENETIC ALGORITHM. http://www.jcreview.com/?mno=100558 [Access: August 18, 2021]. doi:10.31838/jcr.07.17.328


AMA (American Medical Association) Style

Dr. Amit Jain, Dr. Manpreet Singh. A NOVEL SCHEME FOR DENOISING OF RGB IMAGES USING GENETIC ALGORITHM. JCR. 2020; 7(17): 2642-2648. doi:10.31838/jcr.07.17.328



Vancouver/ICMJE Style

Dr. Amit Jain, Dr. Manpreet Singh. A NOVEL SCHEME FOR DENOISING OF RGB IMAGES USING GENETIC ALGORITHM. JCR. (2020), [cited August 18, 2021]; 7(17): 2642-2648. doi:10.31838/jcr.07.17.328



Harvard Style

Dr. Amit Jain, Dr. Manpreet Singh (2020) A NOVEL SCHEME FOR DENOISING OF RGB IMAGES USING GENETIC ALGORITHM. JCR, 7 (17), 2642-2648. doi:10.31838/jcr.07.17.328



Turabian Style

Dr. Amit Jain, Dr. Manpreet Singh. 2020. A NOVEL SCHEME FOR DENOISING OF RGB IMAGES USING GENETIC ALGORITHM. Journal of Critical Reviews, 7 (17), 2642-2648. doi:10.31838/jcr.07.17.328



Chicago Style

Dr. Amit Jain, Dr. Manpreet Singh. "A NOVEL SCHEME FOR DENOISING OF RGB IMAGES USING GENETIC ALGORITHM." Journal of Critical Reviews 7 (2020), 2642-2648. doi:10.31838/jcr.07.17.328



MLA (The Modern Language Association) Style

Dr. Amit Jain, Dr. Manpreet Singh. "A NOVEL SCHEME FOR DENOISING OF RGB IMAGES USING GENETIC ALGORITHM." Journal of Critical Reviews 7.17 (2020), 2642-2648. Print. doi:10.31838/jcr.07.17.328



APA (American Psychological Association) Style

Dr. Amit Jain, Dr. Manpreet Singh (2020) A NOVEL SCHEME FOR DENOISING OF RGB IMAGES USING GENETIC ALGORITHM. Journal of Critical Reviews, 7 (17), 2642-2648. doi:10.31838/jcr.07.17.328