• ISSN 0258-2724
  • CN 51-1277/U
  • EI Compendex
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Volume 21 Issue 5
Oct.  2008
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Article Contents
RONG Jian, SHEN Jine, ZHONG Xiaochun. New Method for Infrared Dim Target Detection Based on Wavelet and SVR[J]. Journal of Southwest Jiaotong University, 2008, 21(5): 555-560.
Citation: RONG Jian, SHEN Jine, ZHONG Xiaochun. New Method for Infrared Dim Target Detection Based on Wavelet and SVR[J]. Journal of Southwest Jiaotong University, 2008, 21(5): 555-560.

New Method for Infrared Dim Target Detection Based on Wavelet and SVR

  • Received Date: 31 Aug 2007
  • Publish Date: 25 Oct 2008
  • By analyzing dim target and background characteristics from infrared images,a new detection method based on the wavelet transform and the support vector regression adaptive filter(WTSVRAF) was presented.With this method,the wavelet transform is used to inhibit the majority of background clutter.Then the SVR-based adaptive filter(SVRBAF) is adopted to treat high-frequency wavelet coefficients.As a result,the image signal-to-noise ratio(SNR) is greatly improved.Furthermore,based on the continuity of the target and the coherence of trajectory,the image sequence processing method is utilized to further improve the detection performance.The simulation results show that the detection method can significantly increase the probability of infrared target detection to achieve long-range target detection.

     

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  • BOCCIGNONE G,CHIANESE A,PICARIELLO A.Small target detection using wavelets[J].IEEE Trans.Signal Proceeding,1998(46):1776-1778.
    义君,严高师.一种基于小波变换的红外小目标去噪算法[J].强激光与粒子束,2007,19(3):399-402.YI Jun,Y.N Gaoshi.Method of infrared image denoising based on wavelet transform[J].High Power Laser and Particle Beams,2007,19(3):399-402.
    李利荣,张桂林.基于小波变换的小目标检测[J].兵工自动化,2004,23(6):67-69.LI Lirong,ZHANG Guilin.Small target detection based wavelet transform[J].Ordnance Industry Automation,2004,23(6):67-69.
    过润秋,李大鹏,林晓春.红外点目标检测的小波变换方法研究[J].光子学报,2004,33(4):464-467.GUO Runqiu,LI Dapeng,LIN Xiaeehun.Research on wavelet transform methods in infrared small target detection[J].Acts Photoniea Siniea,2004,33 (4):464-467.
    夏爱利,马彩文,张砺佳.红外小目标检测与跟踪方法研究[J].科学技术与工程,2006,6(20):3329-3333.XIA Aili,MA Caiwen,ZHANG Lijia.Research of detection and tracking algorithm for infrared small targets[J].Science Technology and Engineering,2006,6(20):3329-3333.
    ZHANG Yankun,LU Chongqing.Face recognition using kernel principal component analysis and genetic algorithms[C]//2002 International Workshop on Neural Networks for Signal Processing,Honolulu,HI,France:Acta Press,2002 (2):337-343.
    LIU Ruiming,YANG Lei,LIU Erqi.Aatomatic extraction of infrared small target based on support vector regression and adaptive region growing algorithm[J].Optioal Engineering,2007,46(4):1-5.
    吕雁,史林,苏新主.基于小波和高频累计量的红外弱小目标检测[J].红外技术,2006,28(12):713-716.LU Yan,SHI Lin,SU Xinzhu.Method for dim small IR target detection based on wavelet and higher-order cumulant[J].Infrared Technology,2006,28(12):713-716.
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