DocumentCode :
121895
Title :
Impact of Wavelet Transform and Median Filtering on removal of Salt and Pepper Noise in Digital Images
Author :
Joshi, Akanksha ; Boyat, Ajay Kumar ; Joshi, Brijendra Kumar
Author_Institution :
Dept. of ECE, SDBCT, Indore, India
fYear :
2014
fDate :
7-8 Feb. 2014
Firstpage :
838
Lastpage :
843
Abstract :
Image acquisition is a common task in every image processing operation. Noise is entered (luring image acquisition from its source and once entered it degrades the image and is difficult to remove. In order to achieve the noise cancellation in an image, non-linear filter works better than linear. This paper presents the joint scheme of Wavelet Transform using iterative noise density and Median Filtering to remove Salt and Pepper Noise in Digital Images. The first part of the paper derives the wavelet coefficients with slight increase in noise density and in second part these coefficients are further modified by median filter. The algorithm shows the remarkable improvement over Gaussian noise model and removes most of the noisy part from the image and maintains the visual quality. The level of wavelet decomposition is restricted to three. The renowned indexes Peak Signal to Noise Ratio (PSNR) and Root Mean Square Error (RMSE) demonstrate marked improvement of image denoising over Gaussian method.
Keywords :
Gaussian noise; data acquisition; image denoising; median filters; wavelet transforms; Gaussian noise model; PSNR; RMSE; digital images; image acquisition; image denoising; image processing operation; iterative noise density; median filtering; noise cancellation; noise density; nonlinear filter; peak signal to noise ratio; root mean square error; salt and pepper noise removal; visual quality; wavelet coefficients; wavelet decomposition; wavelet transform; Discrete wavelet transforms; Gaussian noise; Image restoration; Weight measurement; Guassian noise; Haar wavelet; Median filter; PSNR and RMSE; Salt and Pepper noise;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Issues and Challenges in Intelligent Computing Techniques (ICICT), 2014 International Conference on
Conference_Location :
Ghaziabad
Type :
conf
DOI :
10.1109/ICICICT.2014.6781389
Filename :
6781389
Link To Document :
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