华南理工大学学报(自然科学版) ›› 2011, Vol. 39 ›› Issue (7): 95-101.doi: 10.3969/j.issn.1000-565X.2011.07.016

• 电子、通信与自动控制 • 上一篇    下一篇

分数阶微分掩模及其滤波器的构造

张意 蒲亦非 周激流   

  1. 四川大学 计算机学院,四川 成都 610065
  • 收稿日期:2010-08-18 修回日期:2011-04-08 出版日期:2011-07-25 发布日期:2011-06-03
  • 通信作者: 张意(1983-) ,男,博士生,主要从事基于偏微分方程的图像处理研究. E-mail:maybe198376@gmail.com
  • 作者简介:张意(1983-) ,男,博士生,主要从事基于偏微分方程的图像处理研究.
  • 基金资助:

    国家自然科学基金资助项目( 60972131)

Construction of Fractional Derivation Masks and Corresponding Filter

Zhang Yi  Pu Yi-fei  Zhou Ji-liu   

  1. College of Computer Science,Sichuan University,Chengdu 610065,Sichuan,China
  • Received:2010-08-18 Revised:2011-04-08 Online:2011-07-25 Published:2011-06-03
  • Contact: 张意(1983-) ,男,博士生,主要从事基于偏微分方程的图像处理研究. E-mail:maybe198376@gmail.com
  • About author:张意(1983-) ,男,博士生,主要从事基于偏微分方程的图像处理研究.
  • Supported by:

    国家自然科学基金资助项目( 60972131)

摘要: 基于整数阶微分定义的一阶图像增强模板在处理图像时会产生宽边缘,而二阶模板会同时增强纹理和噪声.为了避免整数阶微分模板所产生的副作用,根据分数阶微积分的Riemann-Liouville 定义分析和推导了数字图像的1 ~ 2 阶分数阶微分掩模,构造了基于该定义的1 ~ 2 阶分数阶微分滤波器.仿真实验表明,该滤波器不仅可以保留平滑区域的低频轮廓信息,还可以非线性地增强图像中的高频边缘和高频的纹理信息,对于纹理信息的意义相对重要的图像而言,该滤波器具有独特的优势和良好的效果.

关键词: 分数阶微分, 滤波器, 图像增强, 掩模

Abstract:

Both the one-order and the two-order image enhancement masks based on integral-order calculus are insufficient in image processing because the former may cause wide edges and the latter may enhance the texture and the noise. In order to avoid these side effects,the 1 ~2-order fractional derivation masks of digital images are analyzed and deduced according to the Riemann-Liouville definition of fractional calculus,and the corresponding filter is constructed. Simulation results indicate that the constructed filter can not only maintain the low-frequency contour information in the smooth region but also nonlinearly enhance the high-frequency edges and the texture information in images,and that it has unique advantage and excellent visual effect for the treatment of images whose texture information is of great importance.

Key words: fractional derivation, filter, image enhancement, mask