期刊文献+

基于四阶偏微分方程的并行图像去噪算法 被引量:4

Parallel Image Denoising Algorithm Based on Fourth-order Partial Differential Equations
下载PDF
导出
摘要 四阶偏微分方程(PDE)图像去噪方法具有良好的去噪性能,但该类方法计算量大,耗时长.为提高算法的快速性和有效性,提出一种高效并行的四阶PDE图像去噪算法.该方法基于MPI并行环境,通过分析四阶PDE离散化后差分方程求解的并行性,对噪声图像进行条状重叠的数据划分,采用并行方式对图像去噪,极大地降低了运行时间. Image noise removal methods based on the fourth-order Partial Differential Equations(PDE) show their good denoising performance,but they also have some problems such as the great amount of calculation and long consuming time.In order to improve the speed and efficiency of the algorithm,an efficient parallel algorithm is proposed in this paper,which can reduce the running time greatly by analyzing the parallelism of the discrete fourth-order PDE and dividing the noise image into overlapping strips in the parallel environment of MPI.
出处 《微电子学与计算机》 CSCD 北大核心 2011年第2期162-165,共4页 Microelectronics & Computer
基金 重庆市科委基金项目(CST2005BB0061KJ070514)
关键词 图像去噪 四阶偏微分方程 并行算法 加速比 image denoising fourth-order partial differential equations(PDE) parallel algorithm acceleration rate
  • 相关文献

参考文献9

二级参考文献81

共引文献88

同被引文献31

  • 1李世飞,董福安,伍友利.偏微分方程图像平滑模型的一种最优停止准则[J].计算机仿真,2005,22(11):181-183. 被引量:2
  • 2Perona P, Malik J. Scale-space and edge detection using anisotropie diffusion[J]. IEEE Transaction on Pattern Analysis and Machine Intelligence, 1990,12(7) : 629 -639.
  • 3Catte F, Lions P L, Morel J M, et al Image selective smoothing and edge detection by nonlinear diffusion[J]. SIAM J Number Anal, 1992(29): 182-193.
  • 4Donoho D L, Johnstone I. Adapting to unknown smoothness via wavelet shrinkage [J]. Amer J. Statist Assoc, 1995, 90(432) : 1200-1224.
  • 5Perona P, Malik J. Scale space and edge detection u- sing anisotropic diffusion [J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 1990, 12 (7) : 629-639.
  • 6Cattfi F, Lions P L. Morel J M, et al. Image selective smoothing and edge detection by nonlinear diffusion [J]. SIAMJ. Numerical Analysis, 1992,29 (1): 182- 193.
  • 7朱立新,王平安,夏德深.引入耦合梯度保真项的非线性扩散图像去噪方法[J].计算机研究与发展,2007,44(8):1390-1398. 被引量:13
  • 8钱惠敏,茅耀斌,王执铨.基于各向异性扩散的几种平滑算法比较及改进[J].南京理工大学学报,2007,31(5):605-611. 被引量:13
  • 9PERONA P, MALIK J. Scale-space and edge detection using anisot ropic diffusion [ J ]. Institute of Electrical and Electronics Engineers Transactions on Pattern Analysis and Machine Intelligence, 1990,12 (7) :629-639.
  • 10YOU Y L,XU W,TANNENBAUM A ,KAVEH M, Behavioral analysis of anisotropic diffusion in image processing [ J]. Institute of Electrical and Electronics Engineers Transactions on Image Processing, 1996,5 (11):1 539-1 553.

引证文献4

二级引证文献8

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