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有限脊波域受约束的全变差能量泛函

Total variation energy functional with restrictions on the finite ridgelet domain

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【作者】 卢成武宋宜美宋国乡

【Author】 LU Cheng-wu1,2,SONG Yi-mei1,SONG Guo-xiang1 (1.School of Science,Xidian Univ.,Xi′an 710071,China;2.Dept.of Mathematics and Computer Sciences,Chongqing Univ.of Arts and Sciences,Chongqing 402160,China)

【机构】 西安电子科技大学理学院西安电子科技大学理学院 陕西西安710071重庆文理学院数学与计算机科学系重庆402160陕西西安710071

【摘要】 为了减小有限脊波变换在图像处理应用中所出现的"卷绕"伪直线,将此伪直线视为一种振荡,首先对降质图像进行非线性有限脊波变换阈值,然后引入全变差正则化方法来抑制这一振荡,并约束所保留系数与待恢复图像的变换系数相等,以此确定可行域,进而建立了一种带脊波域约束的极小化全变差能量泛函模型,借助投影梯度算法对其进行求解.实验结果表明该方法对噪声具有较强的鲁棒性,在去噪和保留边缘的同时,使"卷绕"伪直线得到有效的抑制.

【Abstract】 To reduce the "wrap around" aliased lines from finite ridgelets transform(FRIT),the aliased lines are regarded as a kind of oscillation.Firstly,the nonlinear thresholding strategy is applied to coefficients of FRIT.And then,the total variational regularization method is introduced to suppress the oscillation.So a minimization total variation energy functional model with restrictions on the FRIT domain is established.By assuming that the coefficients remaining are identical with those of the restoration image,the feasible domain of the model is determined.Finally,the projected gradient algorithm is used to solve the model.Experiments show that the approach is very robust to noise,and that the aliased line are suppressed efficiently,and at the same time,remove noise and maintain the edge.

【基金】 国家自然科学基金资助(60473119);重庆文理学院重点科研基金资助(Z2006SJ33)
  • 【文献出处】 西安电子科技大学学报 ,Journal of Xidian University , 编辑部邮箱 ,2007年04期
  • 【分类号】TN911.7
  • 【被引频次】1
  • 【下载频次】126
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