Title :
Image noise reduction by dynamic thresholding of correlated wavelet intensity and anisotropy
Author :
Huai, Xiaoning ; Lee, Kijong ; Kim, Chaesung
Author_Institution :
Syst. LSI/ Image Dev. Team, Samsung Electron., Suwon, South Korea
Abstract :
A novel image noise reduction filter is developed in wavelet domain. The correlations of intensity and anisotropy of wavelet coefficients in different sub-bands and scales are utilized as features to separate signal from random noise. Dynamic thresholding is used to further increase the sensitivity and discrimination against different noise patterns and standard deviations. Simulation in Matlab is carried out by filtering an AWGN-added sub-set of test images from Kodak image data base and a standard digital Macbeth Color Chart. Average PSNR scores of R, G and B color channels are competitive to bilateral filter and a prominent commercial noise reduction tool Neat Image. In addition, the low computational complexity of threshold operation makes it applicable for low cost implementations in various imaging devices as a real time noise reduction module.
Keywords :
AWGN; computational complexity; correlation theory; filtering theory; image colour analysis; image denoising; random noise; real-time systems; wavelet transforms; AWGN-added sub-set; Kodak image data; Matlab; Neat Image; PSNR scores; bilateral filter; color channels; commercial noise reduction tool; computational complexity; correlated wavelet intensity; dynamic thresholding; filtering; image noise reduction filter; imaging devices; noise patterns; random noise; real time noise reduction module; standard deviations; standard digital Macbeth color chart; test images; wavelet anisotropy; wavelet coefficients; wavelet domain; Colored noise; Data models; Image color analysis; Noise reduction; PSNR; ISP; Image PSNR; Image SNR; dynamic thresholding; noise reduction; wavelet anisotropy;
Conference_Titel :
SoC Design Conference (ISOCC), 2010 International
Conference_Location :
Seoul
Print_ISBN :
978-1-4244-8633-5
DOI :
10.1109/SOCDC.2010.5682982