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基于Canny算子的小波域维纳滤波去噪方法 被引量:1

Denoising Method via Local Wiener Filtering in Wavelet Domain Based on Canny Operator
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摘要 本文给出了一种利用Canny算子的小波域局部维纳滤波的图像去噪方法。先用二维小波对图像进行分解,在第一重维纳滤波时使用椭圆形方向窗估计信号的方差。在第二重维纳滤波时,使用Canny算子把图像分成边缘区域和非边缘区域,然后结合圆形窗估计信号的方差,再利用局部维纳滤波进行去噪。实验结果表明了本文方法的有效性。 This paper proposes a local wiener filtering image denoising method using Canny operator in wavelet domain. First, the noisy image is decomposed by a two - dimensional wavelet, in the first stage of wiener filtering, the signal variances of wavelet coefficients are estimated in the elliptic windows. In the second stage of wiener filtering, the canny op- erator is used to divide the image into edge and non - edge regions, and then combine the circle window to estimate the signal variance, finally the local wiener filtering is used to denoise the image. Experiment results show that the proposed algorithm is very efficient.
作者 杨玲香 姚斌
出处 《兵团教育学院学报》 2009年第5期35-37,共3页 Journal of Bingtuan Education Institute
关键词 局部维纳滤波 图像去噪 CANNY算子 local wiener filtering image denoising canny operator
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参考文献6

  • 1Eom I K,Kim Y S.Wavelet-based denoising with nearly arbitrarily shaped windows[].IEEE Signal Processing Letters.2004
  • 2Mihcak MK,Kozintsev I,Ramchandran K,et al.Low-complexity image denoising based on statistical modeling of wavelet coefficients[].IEEE Signal Processing Letters.1999
  • 3John Canny.A computational approach to edge detection[].IEEE Transactions on Pattern Analysis and Machine Intelligence.1986
  • 4Portilla J,Strela V,and Wainwright M J,et al.Adaptive wiener denoising using a Gaussian scale mixture model in the wavelet domain[].Proceedings of the Eight International Conference on Images Processing.2001
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  • 6P L Shui.Image denoising algorithm via doubly local Wienerfiltering with directional windows in wavelet domain[].IEEESignal Process Lett.2005

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