期刊文献+

基于蜕化决策树的红外目标检测 被引量:2

Infrared target detection using degenerate decision tree
在线阅读 下载PDF
导出
摘要 针对复杂背景下单帧红外图像中的弱小目标检测的问题,提出一种基于蜕化决策树的检测算法。该算法通过提取红外小目标梯度对比度、邻域灰度分布等多个统计特征,充分利用了各个特征的互补作用,达到了高检测概率和低虚警率。通过对实测数据进行仿真,结果表明该方法能有效检测红外弱小目标。 Aimming at the detection of infrared small target under complicated background,the paper proposes a kind of degenerate decision tree arithmetic.Through picking up infrared character,grad contrast,distribution of gray level in the neighborhood,etc,it utilizes complementarities fully between each infrared character,attaining high detection ratio and lower false alarm rates.Simulation result indicates that it can detect infrared target with high efficiency.
出处 《激光与红外》 CAS CSCD 北大核心 2010年第9期1017-1022,共6页 Laser & Infrared
关键词 蜕化决策树 分类器 ASYMMETRIC ADABOOST degenerate decision tree classifier Asymmetric AdaBoost
  • 相关文献

参考文献20

二级参考文献99

共引文献124

同被引文献16

  • 1余农,吴常泳,汤心溢,李范鸣.红外目标检测的自适应背景感知算法[J].电子学报,2005,33(2):200-204. 被引量:47
  • 2邹前进,冯亮,汪亚.红外图像空间噪声分析和预处理方法改进[J].应用光学,2007,28(4):426-430. 被引量:27
  • 3Sinha D, Dougherty E R. Fuzzy mathematical morphology [ J ]. Communication and Imagine and Representation, 1992,3 ( 3 ) :286 - 302.
  • 4Harvey Neal R, Marshall Stephen. The use of genetic algo- rithms in morphological filter design [ J ]. Signal Process- ing Image Communi-cation, 1996,8 ( 1 ) :55 - 72.
  • 5Caefer C E, Silverman J, Mooney J M. Optimization of point target tracking filters [ J ]. IEEE Trans on Aerospace and Electronic Systems ,2000,36 ( 1 ) : 15 - 25.
  • 6Peng G H, Chen H, Wu Q. Infrared small target detection under complex background [ C ]//ICTM 2010, IEEE, 2010:218 - 220.
  • 7Eason G, Noble B, Sneddon I N. Track-before-detect methods in tracking low-observable : Survey [ J ]. Sensors & Transducers Magazine ( S&T e-Digest) ,2005, Special Is- sue : 374 - 380.
  • 8Emilio M, Andrea C. Learning scene context for multiple object tracking[ J]. IEEE Transactions On hnage Process- ing,2009,18(8) :1873 - 1884.
  • 9刘云鹤,司锡才,焦淑红,汲清波.单帧红外小目标检测算法研究[J].弹箭与制导学报,2008,28(1):53-55. 被引量:7
  • 10张黄群,于盛林,白银刚.形态学图像去噪中结构元素选取原则[J].数据采集与处理,2008,23(B09):81-83. 被引量:30

引证文献2

二级引证文献18

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