Quaternion Wavelet Analysis and Application in Image Denoising

作者: Ming Yin , Wei Liu , Jun Shui , Jiangmin Wu

DOI: 10.1155/2012/493976

关键词: Artificial intelligenceSecond-generation wavelet transformWavelet transformMathematicsLifting schemeStationary wavelet transformWaveletWavelet packet decompositionDiscrete wavelet transformMathematical analysisPattern recognitionHarmonic wavelet transform

摘要: The quaternion wavelet transform is a new multiscale analysis tool. Firstly, this paper studies the standard orthogonal basis of scale space and in spatial , proves presents wavelet’s function concepts structure. Finally, applied to image denoising, generalized Gauss distribution used model QWT coefficients’ magnitude distribution, under Bayesian theory framework, recover original coefficients from noisy coefficients, so as achieve aim denoising. Experimental results show that our method not only better than many current denoising methods peak signal noise ratio (PSNR), but also obtained visual effect.

参考文章(24)
Raphael Soulard, Philippe Carre, Quaternionic wavelets for image coding european signal processing conference. pp. 125- 129 ,(2010)
Raphaël Soulard, Philippe Carré, Quaternionic wavelets for texture classification Pattern Recognition Letters. ,vol. 32, pp. 1669- 1678 ,(2011) , 10.1016/J.PATREC.2011.06.028
Florian Luisier, Thierry Blu, Michael Unser, A New SURE Approach to Image Denoising: Interscale Orthonormal Wavelet Thresholding IEEE Transactions on Image Processing. ,vol. 16, pp. 593- 606 ,(2007) , 10.1109/TIP.2007.891064
Yothin Rakvongthai, An P. N. Vo, Soontorn Oraintara, Complex Gaussian Scale Mixtures of Complex Wavelet Coefficients IEEE Transactions on Signal Processing. ,vol. 58, pp. 3545- 3556 ,(2010) , 10.1109/TSP.2010.2046698
Eduardo Bayro-Corrochano, Multi-resolution image analysis using the quaternion wavelet transform Numerical Algorithms. ,vol. 39, pp. 35- 55 ,(2005) , 10.1007/S11075-004-3619-8
Dongwook Cho, Tien D. Bui, Multivariate statistical modeling for image denoising using wavelet transforms Signal Processing-image Communication. ,vol. 20, pp. 77- 89 ,(2005) , 10.1016/J.IMAGE.2004.10.003
Mawardi Bahri, Ryuichi Ashino, Rémi Vaillancourt, Two-dimensional quaternion wavelet transform Applied Mathematics and Computation. ,vol. 218, pp. 10- 21 ,(2011) , 10.1016/J.AMC.2011.05.030
M. Kivanc Mihcak, I. Kozintsev, K. Ramchandran, P. Moulin, Low-complexity image denoising based on statistical modeling of wavelet coefficients IEEE Signal Processing Letters. ,vol. 6, pp. 300- 303 ,(1999) , 10.1109/97.803428
Jianxun He, Bo Yu, Continuous wavelet transforms on the space L2 (R, H; dx)☆ Applied Mathematics Letters. ,vol. 17, pp. 111- 121 ,(2004) , 10.1016/S0893-9659(04)90021-3
Hong-Ying Yang, Xiang-Yang Wang, Tian-Xiang Qu, Zhong-Kai Fu, Image denoising using bilateral filter and Gaussian scale mixtures in shiftable complex directional pyramid domain Computers & Electrical Engineering. ,vol. 37, pp. 656- 668 ,(2011) , 10.1016/J.COMPELECENG.2010.09.004