A Novel Algorithm of Image Noise Variance Measurement
LI Hong-jun1,ZHAO Zhi-min1,WEI Ben-zheng1,2,JI Lei1
1. Nanjing University of Aeronautics and Astronautics, Nanjing, Jiangsu 210016,China
2. College of Science and Technology, Shandong University of Traditional Chinese Medicine, Jinan, Shandong 250355, China
Abstract:To estimate noise variance of Gaussian white noise, a new method by the character of wavelet coefficients distribution is proposed. The wavelet coefficients in each sub-band can be well modelized by a Generalized Gaussian Distribution (GGD) whose parameters (scale and shape parameters) can be used to estimate noise variance. The simulation results show that the noise variance estimate method is efficient. It can obtain approximately optimal value, and need less computing time.
[1]张旭升,周桃庚,沙定国. 数字图像噪声估计的方法及数学模型[J].光学技术,2005,31(5):719-722.
[2]Olsen S I. Estimation of noise in images: An evaluation[J]. Graphical models and image processing,1993,55(4): 319-323.
[3]Amer A,Dubois E. Fast and reliable structure-oriented video noise estimation [J]. IEEE Transactions on Circuits and System for Video Technology,2005,15(1): 113-118.
[4]张旗,梁德群,等.基于小波域的图像噪声估计新方法[J].计算机工程,2004,30(8):37-39.
[5]Donoho D L,Johnstone L M. Ideal Spatial Adaptation via Wavelet Shrinkage [J].Biometrika,1994,81:425-455.
[6]GAO B C. An operational method for estimating signal to noise ratios from data acquired with imaging spectrometers [J]. Remote Sensing of Environment,1993,43(1): 23-33.
[7]林哲民,康学雷,张立明.在小波域中进行图像噪声方差估计的EM方法[J].红外与毫米波学报,2001,20(3):199-203.
[8]Chang S G,Yu B,Vetterli M.Adaptive wavelet thresholding for image denoising and compression [J]. IEEE Trans Image Processing,2000,9(9):1532-1546.
[9]Mallet S.A theory for multiresolution signal decomposition:the wavelet representation [J]. IEEE Trans Pattern Anal Machine Intell,1989,11:674-693.
[10]Do M N,Vetteli M. Wavelet based texture retrieval using generalized Gaussian density and Kullback-leibler distance [J]. IEEE Trans On image processing,2002,11(2):146-158.
[11]艾海舟.数字图像处理[EB].http://media.cs.tsinghua.edu.cn/~ahz/digitalimageprocess/benchmark.htm,2003.
[12]Bilcu R C,Vehvilainen M . A New Method for Noise Estimation in Images [C] //Proceeding of IEEE EURASIP International Workshop on Nonlinear Signal and Image Processing, Sapporo, Japan, 2005,18-20.