Title :
An Appropriate Weighting Function for the Nonlocal Means Denosing Method
Author :
Salih, Musab Elkheir ; Zhang, Xuming ; Ding, Mingyue
Author_Institution :
Sch. of Life Sci. & Technol., Huazhong Univ. of Sci. & Technol., Wuhan, China
Abstract :
An improvement to the efficiency of the nonlocal means (NLM) denoising method is proposed in this paper. The NLM denoising method replaces each pixel by the weighted average of pixels with the surrounding neighborhoods. We employ a cosine weighting function instead of the original exponential function used in the weight calculation. Experiments comparing the proposed function against the original function to demonstrate its superior denoising performance in terms of peak signal to noise ratio (PSNR) and histogram, using various test images corrupted by additive white gaussian noise (AWGN).
Keywords :
AWGN; filtering theory; image denoising; image resolution; NLM denoising method; additive white Gaussian noise; appropriate weighting function; cosine weighting function; exponential function; image denoising; image filtering; nonlocal means denoising method; peak signal to noise ratio; AWGN; Histograms; Image processing; Noise measurement; Noise reduction; PSNR; AWGN; NLM; PSNR; weight calculation;
Conference_Titel :
Intelligent Computation and Bio-Medical Instrumentation (ICBMI), 2011 International Conference on
Conference_Location :
Wuhan, Hubei
Print_ISBN :
978-1-4577-1152-7
DOI :
10.1109/ICBMI.2011.46