DocumentCode :
3564348
Title :
Removing of high density salt and pepper noise using fuzzy median filter
Author :
Sravani, B. ; Rao, M. V. Nageswara
Author_Institution :
Dept. of ECE, GMR Inst. of Technol., Rajam, India
fYear :
2014
Firstpage :
1
Lastpage :
6
Abstract :
This paper presents the removal of high density salt and pepper noise in gray scale Images using fuzzy based median filter (FBMF) algorithm. FBMF replaces the noisy pixel by median value when 0´s, 255´s and other pixel values are present in the chosen window and when all pixel values are either 0´s or 255´s, or combination of these, then the noise pixel is replaced by fuzzy membership value of a selected window. FBMF algorithm is tested on different images and compared with the existing Median Filter (MF), adaptive median filter (AMF), Decision Based Algorithm (DBA), Modified decision based unsymmetrical trimmed median filter algorithm (MDBUTMF). Results shows that FBMF gives better Peak Signal to Noise Ratio (PSNR) and Image Enhancement Factor (IEF) compared with the existing algorithms in the literature.
Keywords :
fuzzy set theory; image denoising; image enhancement; image filtering; median filters; AMF; DBA; FBMF algorithm; IEF; MDBUTMF; PSNR; adaptive median filter; decision based algorithm; fuzzy based median filter algorithm; fuzzy membership; gray scale images; high density salt and pepper noise; image enhancement factor; median value; modified decision based unsymmetrical trimmed median filter algorithm; noisy pixel; peak signal to noise ratio; pixel values; Equations; Filtering algorithms; Flowcharts; Mathematical model; PSNR; AMF(Adaptive median filter); DBA(Decision based algorithm); FBMF(Fuzzy based median filter); IEF(Image enhancement factor); MDBUTMF(Modified decision based unsymmetrical trimmed median filter); PSNR(Peak signal to noise ratio); SMF(Standard median filter);
fLanguage :
English
Publisher :
ieee
Conference_Titel :
High Performance Computing and Applications (ICHPCA), 2014 International Conference on
Print_ISBN :
978-1-4799-5957-0
Type :
conf
DOI :
10.1109/ICHPCA.2014.7045370
Filename :
7045370
Link To Document :
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