期刊文献+

自适应聚类滤波 被引量:1

Adaptive Cluster Filter
下载PDF
导出
摘要 提出了一种新的用于图像平滑处理的滤波器自适应聚类滤波.它具有以下特点:(1)滤波器对像素点邻域内的灰度进行聚类,将聚类中心作为滤波器的输出;(2)滤波器能够根据像素点周围的拓扑特征,自适应地确定平滑窗口和窗口内平滑权重系数的大小,具有输入空间和输出空间两方面的自适应性.自适应聚类滤波用于图像的平滑处理,对滤除冲激噪声特别有效,同时较好地保持了边缘信息. An adaptive smooth filter is proposed for image processing. It has two characters:(1)The output of the filter is regarded as the cluster center of nearby data.(2)It can adjust both the smooth window and smooth coefficients adaptively. The filter is especially useful for impulse noise, and it can preserve edge information well while removing noise effectively. The performance of the filter is proved by experiments.
机构地区 西安交通大学
出处 《西安交通大学学报》 EI CAS CSCD 北大核心 1998年第1期17-20,共4页 Journal of Xi'an Jiaotong University
关键词 自适应滤波 聚类分析 高斯分布 自适应聚类滤波 adaptive filtering cluster analysis Gauss distribution
  • 相关文献

同被引文献11

  • 1BUF JMD, CAMPBELL TG. A quantitative comparison of edge-preserving smoothing techniques[ J]. Signal Processing, 1999, 21 (4) :289 - 301.
  • 2KO S-J, LEE YH. Center weighted median filters and their application to image enhancement[ J]. IEEE Transactions on Circuits Systems, 1991,38(9) : 984 -993.
  • 3SUN T, GABBOUJ M , NEUVO Y. Analysis of two - dimensional center weighted median filters[ J]. Multidimensional Systems and Signal Processing, 1995, 6 (2) : 159 - 171.
  • 4LEE J-S. Digital image smoothing and the sigma filter[ J]. Computational Vision, Graphics Image Processing, 1983, 24(2) : 255 -269.
  • 5GUILLON S, BAYLOU P, NAJIM M, et al. Adaptive nonlinear filters for 2D and 3D image enhancement[J]. Signal Processing,1998, 67(3) : 237 - 254.
  • 6ZHAO HR,SHI H, YANG H,et al. Separating the radiance contribution of land surface and atmosphere[ A]. IGARSS'Q3[ C],2003.
  • 7SEEMANN T , TISCHER P . Structure preserving noise filtering using explicit local segmentation [ A]. Proceedings IAPR Conference on Pattern Recognition[ C], 1998.
  • 8ARCE GR , FOSTER RE . Detail - preserving ranked order based filters for image processing [ J]. IEEE Transactions on ASSP,1987, 37(1) : 83 -98.
  • 9THONG T . Digital image processing test patterns [ J ] . IEEE Transactions on ASSP, 1983,31 (3) : 675 - 690.
  • 10甘祥超,武栓虎,谈正.基于小波四叉树的图像去噪方法[J].计算机研究与发展,2001,38(3):341-343. 被引量:8

引证文献1

二级引证文献2

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