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
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