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基于Coherent Point Drift方法的SAR图像散射中心匹配

张泽兵 胡卫东

国防科技大学学报2012,Vol.34Issue(4):138-142,5.
国防科技大学学报2012,Vol.34Issue(4):138-142,5.

基于Coherent Point Drift方法的SAR图像散射中心匹配

Coherent point drift method for SAR imagery scattering centers matching

张泽兵 1胡卫东2

作者信息

  • 1. 国防科技大学ATR重点实验室,湖南长沙410073
  • 2. 海军潜艇学院航海观通系,山东青岛266071
  • 折叠

摘要

Abstract

Scattering centers matching is currently the primary technique in SAR Automatic Target Recognition (ATR) using scattering centers. The difficulties in scattering centers matching originate in the inexactness of scattering centers and missing scattering centers. The recently developed Coherent Point Drift ( CPD) method solves point pattern matching from the perspective of probability density estimation. In the CPD method, the inexactness of scattering centers and missing scattering centers can be well considered. The CPD method was introduced in this research to solve scattering centers matching. In order to improve the accuracy and stability of scattering center matching, the CPD method was modified to incorporate the prior information of vehicles' azimuth estimation and scattering centers attributes. Experiments on MSTAR dataset show the validity of the proposed method.

关键词

散射中心匹配/Coherent Point Drift/车辆/方位角估计/散射中心属性信息

Key words

scattering centers matching/ Coherent Point Drift/ vehicles/ azimuth estimation/ scattering centers attributes

分类

信息技术与安全科学

引用本文复制引用

张泽兵,胡卫东..基于Coherent Point Drift方法的SAR图像散射中心匹配[J].国防科技大学学报,2012,34(4):138-142,5.

基金项目

国家自然科学基金项目(61002021) (61002021)

国防科技大学学报

OA北大核心CSCDCSTPCD

1001-2486

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