期刊文献+

一种改进You-Kaveh模型扩散系数的图像去噪方法

An Improved Coefficient of You-Kaveh's Image Denoising Model
下载PDF
导出
摘要 将前向后向扩散系数引入到You和Kaveh提出的四阶偏微分方程去噪模型中,前向扩散用于对噪声进行平滑,后向扩散则对图像特征进行强化。同时,改进了模型中拉普拉斯算子的离散形式,使其包含更多的图像信息,能够更准确的判断图像的特征。新方法处理后的图像,避免了二阶偏微分方程处理图像常出现的"阶梯"效应,同时,和同类的四阶偏微分方程去噪模型相比,该方法的处理结果不会出现"斑"点,因此视觉效果更加理想。最后,通过实验证明了该方法的有效性。 In this paper,the forward and backward diffusion coefficients are introduced to the fourth-order partial differential equation which was proposed by You and Kaveh for removing the noise.The forward diffusion is used to smooth the noise,and the backward diffusion is used to enhance the image characteristics.Meanwhile,the discretization scheme of Laplace operator is improved,and more image information can be contained.Thus,the image features can be judged more accurately.The image processed by the proposed model do not occur the blocky effects which are widely seen in images processed by second-order nonlinear diffusion.And compared to other fourth-order partial differential equations,the image processed by the proposed model do not generate the speckles,so the visual effects are superior to the image processed by You-Kaveh model.Finally,the validity of the proposed model is proved by experiments.
作者 周千 张蒙
出处 《计算机与数字工程》 2010年第12期108-111,共4页 Computer & Digital Engineering
  • 相关文献

参考文献3

二级参考文献15

  • 1Perona P, Malik J. Scale - space and edge detection using anisotropic diffusion[J ]. IFFF Trans. Pattern Anal. Machine Intell, 1990,137 : 136 - 145.
  • 2You Yu- Li. Four- Order Partial Differential Equations for Noise Removal[J]. IEEE Trans On Image Processing,2000,9(10) :1 723- 1 729.
  • 3Black M, Marimont D H, Heeger D. Robust Anisotropic Diffusion[J]. IEEE Trans On Image Processing,1998,7(3):421 - 431.
  • 4Chen D S,Schunck B G.Robust Statical Methods for Building Classification Processing.In Proc,Int,Workshop on Robust Computer Vision,1990:72-85.
  • 5Torkamani-Azar F,Tait K E.Image Recovery Using the Anisotropic Diffusion Equation[J].IEEE Trans.on Image Processing,1996,5(11):1 573-1 578.
  • 6You Y L,Kaveh M.Image Enhancememt Using Fourth Order Partial Differential Equations.in 32nd Asilomar Conf.Signals,Systems,Computers,1998,2:1 677-1 681.
  • 7Rene A Carmona,Zheng Sifen.Adaptive Smoothing Respecting Feature Directions[J].IEEE Trans.on Image Processing,1998,7(3):353-358.
  • 8Yu Liyou.Four Order Partial Differential Equations for Noise Removal[J].IEEE Trans.on Image Processing,2000,9(10).
  • 9程正兴.小波分析算法与应用[M].西安:西安交通大学出版社,2002..
  • 10P Perona,J Malik.Scale-Space and Edge Detection Using Anisotropic diffusion[J].IEEE Trans on PAMI,1990,12(7):629-639.

共引文献7

相关作者

内容加载中请稍等...

相关机构

内容加载中请稍等...

相关主题

内容加载中请稍等...

浏览历史

内容加载中请稍等...
;
使用帮助 返回顶部