期刊文献+

基于模拟退火算法的SAR图像复原 被引量:2

Restoration of SAR images based on simulated annealing
下载PDF
导出
摘要 根据吉布斯马尔可夫随机场模型和 SAR图像斑点噪声的伽玛分布统计特性 ,应用模拟退火算法 ,实现雷达截面的全局优化伪似然估计。本文将新解 4选 1的方法从极化 SAR图像推广到一般 SAR图像 ;提出一个实用有效的图像特征检测法 ;说明了一阶模型和零阶模型之间的联系 ,并给出满意的处理结果。 Based on Gibbs-Markov random field model and the Gamma distribution property of SAR image's speckle noise, global optimal pseudo likelihood estimation of radar cross-section can be achieved with simulated annealing algorithm. In this article, J. Schou's method is extended from polarimetric SAR images to usual images; a simple and effective method is presented for detecting structural information in SAR images; furthermore, the relationship between the first-order model and zero-order model is shown.
作者 彭祥龙 张扬
出处 《宇航学报》 EI CAS CSCD 北大核心 2004年第1期24-27,34,共5页 Journal of Astronautics
关键词 SAR 合成孔径雷达 图像复原 吉布斯马尔可夫随机场 模拟退火算法 特征检测 图像处理 SAR images restoration Gibbs-Markov random field Simulated annealing Structure detecting
  • 相关文献

参考文献12

  • 1[1]Lopes A,Nezry E and Touzi R.Structure Detection and Statistical Adaptive Speckle Filtering in SAR Images.Int J Remote Sensing,1993,14(9):1735-1758
  • 2[2]Crimmins T R.Geometric Filter for Speckle Reduction.Applied Optics,1985,24(10):1438-1443
  • 3[3]Aiazzi B,Alparone L and Baronti S.Multiresolution Local-Statistics Speckle Filtering Based on a Ratio Laplacian Pyramid.IEEE Trans Geosci Remote Sensing,1998,36(5):1466-1476
  • 4[4]Foucher S,Benie G Band Boucher J M.Multiscale MAP Filtering of SAR Images.IEEE Trans Image Processing,2001,10(1):49-60
  • 5[5]Walessa M and Datcu M.Model-Based Despeckling and Information Extraction from SAR Images.IEEE Trans Geosci Remote Sensing,2000,38(5):2258-2269
  • 6[6]Schroder M,Rehrauer H,et al.Spatial Information Retrieval from Remote-Sensing Images-Part Ⅱ Gibbs-Markov Random Fields.IEEE Trans Geosci Remote Sensing,1998,36(5):1446-1455
  • 7[7]White R G.A Simulated Annealing Algorithm for SAR and MTI Images Cross-section Estimation.Proc SPIE,1994,2316:137-145
  • 8[8]McConnell I,White R,Oliver C and Cook R.Radar Cross-section Estimation of SAR Images.Proc SPIE,1995,2584:164-175
  • 9[9]Schou J and Skriver H.Restoration of Polarimetric SAR Images Using Simulated Annealing.IEEE Trans Geosci Remote Sensing,2001,39(9):2005-2016
  • 10[10]Geman S and Geman G.Stochastic Relaxation,Gibbs Distributions,and the Bayesian Restoration of Images.IEEE Trans Pattern Anal Machine Intell,1984,PAMI-6(6):721-741

同被引文献6

引证文献2

二级引证文献16

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