DocumentCode :
562814
Title :
An efficient approach for removal of universal noise using Adaptive Based Switching Bilateral Filter
Author :
Ramesh, S.
Author_Institution :
Center for Inf. Technol. & Eng., Manonmaniam Sundaranar Univ., Tirunelveli, India
fYear :
2012
fDate :
30-31 March 2012
Firstpage :
462
Lastpage :
467
Abstract :
This paper, deals with an Adaptive based Switching Bilateral Filter for removing universal noise in highly corrupted image. In contrast with the previous approach where blurring occurs while filtering the entire image without considering the uncorrupted pixels, which is reduced here by using Adaptive Median Filter with binary vector (BV). Operation carries in three stages. At first an Adaptive Median Filter is used to identify the corrupted pixels to remove the mixed impulses. At the second stage, the edge is preserved by using edge detector and the noise detector is to classify the noisy pixels, whether it is impulse noise or Gaussian noise. The noise detector has a high noise detection rate and high classification rate. In the third stage, the Switching Bilateral Filter (SBF) with sorted quadrant median vector (SQMV) scheme for removing universal noise and also restores the output image. The proposed Adaptive based Switching Bilateral Filter achieves high peak signal-to-noise ratio and great image quality by effectively removing universal noise.
Keywords :
Gaussian noise; adaptive filters; edge detection; image classification; image denoising; image restoration; impulse noise; median filters; Gaussian noise; adaptive based switching bilateral filter; adaptive median filter; binary vector; blurring; classification rate; corrupted pixel identification; edge detector; highly corrupted image; image quality; image restoration; impulse noise; noise detection rate; noise detector; peak signal-to-noise ratio; pixel classification; sorted quadrant median vector scheme; universal noise removal; Detectors; Filtering; Gaussian noise; Image restoration; PSNR; Switches; Adaptive median filter; Gaussian noise; edge detector; impulse noise; noise detector; nonlinear filters; switching bilateral filter; switching scheme;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Advances in Engineering, Science and Management (ICAESM), 2012 International Conference on
Conference_Location :
Nagapattinam, Tamil Nadu
Print_ISBN :
978-1-4673-0213-5
Type :
conf
Filename :
6216047
Link To Document :
بازگشت