昆明理工大学信息工程与自动化学院,云南,昆明,650500
网络出版:2016-04-25,
纸质出版:2016
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易三莉, 陈勇, 贺建峰. 建立新型边缘泄露补偿机制的四阶方程图像平滑方法[J]. 电子学报, 2016,44(4):813-820.
YI San-li, CHEN Yong, HE Jian-feng. A Novel Compensation Mechanism of Edge Leakage for Fourth Order Equation Smoothing Image[J]. Acta Electronica Sinica, 2016, 44(4): 813-820.
易三莉, 陈勇, 贺建峰. 建立新型边缘泄露补偿机制的四阶方程图像平滑方法[J]. 电子学报, 2016,44(4):813-820. DOI: 10.3969/j.issn.0372-2112.2016.04.009.
YI San-li, CHEN Yong, HE Jian-feng. A Novel Compensation Mechanism of Edge Leakage for Fourth Order Equation Smoothing Image[J]. Acta Electronica Sinica, 2016, 44(4): 813-820. DOI: 10.3969/j.issn.0372-2112.2016.04.009.
针对传统的四阶偏微分方程(四阶方程)降噪算法容易造成图像边缘泄露的问题
本文提出了一种基于边缘检测理论的泄露修补算法.该算法首先用非线性的双边滤波器对噪声图像进行预处理
得到边缘结构较好的预处理图像
然后基于梯度算子具有检测图像边缘特征的特点
提出将结果图像和预处理图像二者梯度差值的二范数平方作为边缘保持约束项
并将其加入到四阶方程算法的能量泛函中.另外
基于图像局部方差构造了自适应的拉格朗日乘子
从而实现对边缘保持约束项的自适应调整
以提高其边缘保持性能.实验测试结果表明
本文算法不仅继承了传统四阶算法具有的优点
而且增强了对边缘结构的保持能力.
As the traditional fourth order partial differential equation(fourth order equation)algorithm causes edge leakage of image
a leakage compensation method is proposed based on edge detection theory.Firstly the noise image is preprocessed by a nonlinear bilateral filter to obtain the better edge preservation image.Based on the feature of the gradient operator on the detection of image edge and the squared two-norm of gradient difference which is between the result image and the preprocessed image
a constraint item is built.Then the constraint item is added to the corresponding energy functional of fourth order equation.Finally
to adaptively adjust the edge preservation constraint item and improve the performance of edge preservation
an adaptive Lagrange multiplier which is based on image local variance is constructed.The experimental results show that the proposed algorithm not only inherits the advantage of traditional fourth order equation
but also enhances its ability of edge preservation.
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