光电工程, 2008, 35 (9): 6, 网络出版: 2010-03-01   

用高阶累积量投影法检测红外弱小目标

Detecting Infrared Dim and Small Target with High-order Cumulant Projection
作者单位
1 河北经贸大学 信息技术学院,石家庄 050061
2 军械工程学院,石家庄 050053
摘要
为检测弱小红外运动目标,提出了一种基于高阶累积量投影的检测算法。红外图像序列经背景抑制后,首先计算时域数据的归一化三阶累积量,并将其投影到二维空间,然后在二维空间内对目标轨迹进行统计判决,以实现目标检测。推导出了目标和噪声在二维投影空间中的分布公式。通过与相关算法对比分析,该算法计算量小、检测率随目标信噪比增长较快。利用实际录制的图像序列进行了仿真实验,成功检测到了信噪比不小于2、像面运动速度为2帧/像素的目标,验证了算法的有效性。
Abstract
In order to detect moving infrared dim and small target, a novel high-order cumulant projection algorithm was proposed. After background of infrared image sequence was suppressed, the normalized 3-order cumulant of temporal data was projected to 2-dimensions domain, and then target was detected by searching possible track in 2-dimensions domain. The statistic distribution expressions of target and noise in 2-dimensions domain were established. Compared with concerned algorithms, calculation load of the new algorithm is lower than that of other algorithms and detection rate of the new algorithm increases quickly with Signal-to-Noise Ratio (SNR) improvement. A simulation experiment with actual infrared image sequences was done to prove the validity of the new algorithm, and the targets with SNR no less than 2 and speed in image equal to 2 frames/pixel were successfully detected.
参考文献

[1] Chu P L.Optimal projection for multidimensional signal detection[J].IEEE Trans.ASSP,1988,36(5):775-786

[2] 陈颖.一种点运动目标的快速统计检测算法[J].电子学报,2001,29(12):1707-1709.CHEN Ying.A fast detection algorithm of dim point moving target using statistical analysis[J].Acta Electronica Sinica,2001,29(12):1707-1709

[3] 陈非.红外序列图像中缓动点目标的投影检测算法及其改进[J].红外与毫米波学报,2003,22(2):96-100.CHEN Fei.Imoprovment to projection detection of slowly moving point target in infrared image sequence[J].J.Infrared Millim.Wave,2003,22(2):96-100

[4] 艾斯卡尔,陈颖,贾振红.基于概率加权求和投影的多维信号检测技术研究[J].电子学报,2005,33(7):1331-1333.Askar,CHEN Ying,JIA Zhen-hong.A Probabilistic Weighted Summation Projection Technique for Multidimensional Signal Detectio[J].Acta Electronica Sinica,33(7):1331-1333

[5] 艾斯卡尔.基于时空分集的弱点状目标高性能实时检测技术研究[J].信号处理,2005,21(4):379-383.Askar.A spatial-temporal diversity based real-time high performance TBD technique for detection of dim moving point target in image sequences[J].Signal Process,2005,21(4):379-383

[6] Giannakis Georgios B.Signal Detection and Classification Using Matched Filtering and Higher Order Statistics[J].IEEE Trans Acoustics Speech Singnal Processing,1990,38:1284-1296

[7] 吕雁.基于高阶累积量的红外目标时域检测[J].激光与红外,2007,37(2):178-184.L(U) Yan.Infrared Image Temporal Detection Based on Higher-order Cumulant[J].Laser & Infrared,2007,37(2):178-184

[8] 李智勇.动态图像处理[M].北京:国防工业出版社,1999.LI Zhi-yong.Dynamic Image Process[M].Beijing:Defence Industry Press,1999

[9] 张贤达.现代信号处理[M].北京:清华大学出版社,2001.ZHANG Xian-da.Modern Signal Process[M].Beijing:Tsinghua University Press,2001

孙立辉, 周冰, 应家驹, 金阿立, 王永仲. 用高阶累积量投影法检测红外弱小目标[J]. 光电工程, 2008, 35(9): 6. SUN Li-hui, ZHOU Bing, YING Jia-ju, JIN A-li, WANG Yong-zhong. Detecting Infrared Dim and Small Target with High-order Cumulant Projection[J]. Opto-Electronic Engineering, 2008, 35(9): 6.

本文已被 1 篇论文引用
被引统计数据来源于中国光学期刊网
引用该论文: TXT   |   EndNote

相关论文

加载中...

关于本站 Cookie 的使用提示

中国光学期刊网使用基于 cookie 的技术来更好地为您提供各项服务,点击此处了解我们的隐私策略。 如您需继续使用本网站,请您授权我们使用本地 cookie 来保存部分信息。
全站搜索
您最值得信赖的光电行业旗舰网络服务平台!